{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Physics-Informed Neural Networks (PINNs) in Neuromancer\n",
    "\n",
    "This tutorial demonstrates the use of [PINNs](https://en.wikipedia.org/wiki/Physics-informed_neural_networks) for solving partial differential equations (PDEs) in the Neuromancer library.\n",
    "\n",
    "\n",
    "<img src=\"../figs/PINNs.png\" width=\"600\">  \n",
    "\n",
    "\n",
    "### References\n",
    "\n",
    "[1] [Raissi, M., Perdikaris, P., & Karniadakis, G. E. (2017). Physics informed deep learning (part i): Data-driven solutions of nonlinear partial differential equations.](https://www.sciencedirect.com/science/article/abs/pii/S0021999118307125)\n",
    "\n",
    "[2] https://github.com/jdtoscano94/Learning-Python-Physics-Informed-Machine-Learning-PINNs-DeepONets/tree/main\n",
    "\n",
    "[3] https://github.com/omniscientoctopus/Physics-Informed-Neural-Networks/tree/main\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Y61YA90-WIZ1"
   },
   "source": [
    "## Install (Colab only)\n",
    "Skip this step when running locally."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "WZrPCr9GWEAJ",
    "outputId": "139c2953-fce4-4416-f0e0-935b4c80b092"
   },
   "outputs": [],
   "source": [
    "!pip install neuromancer\n",
    "!pip install pyDOE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note: When running on Colab, one might encounter a pip dependency error with Lida 0.0.10. This can be ignored*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "OdYMzuSDi7Js",
    "outputId": "dc7c1686-9731-4c41-fe1c-c4ea328fd4c5"
   },
   "outputs": [],
   "source": [
    "# torch and numpy imports\n",
    "import torch\n",
    "import torch.nn as nn                    \n",
    "import numpy as np\n",
    "\n",
    "# plotting imports\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# filter some user warnings from torch broadcast\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using device: mps\n"
     ]
    }
   ],
   "source": [
    "#Set default dtype to float32\n",
    "torch.set_default_dtype(torch.float)\n",
    "#PyTorch random number generator\n",
    "torch.manual_seed(1234)\n",
    "\n",
    "# Random number generators in other libraries\n",
    "np.random.seed(1234)\n",
    "\n",
    "# Device configuration\n",
    "if torch.backends.mps.is_available():\n",
    "    device = torch.device('mps')\n",
    "elif torch.cuda.is_available():\n",
    "    device = torch.device('cuda')\n",
    "else:\n",
    "    device = torch.device('cpu')\n",
    "\n",
    "print(f\"Using device: {device}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Problem Setup\n",
    "\n",
    "original source: https://deepxde.readthedocs.io/en/latest/demos/pinn_forward/diffusion.1d.html\n",
    "\n",
    "**Diffusion equation**\n",
    "\n",
    "$$\\frac{\\partial y}{\\partial t} =\\frac{\\partial^2 y}{\\partial x^2}-e^{-t}(sin(\\pi x)-\\pi^2 sin(\\pi x))$$\n",
    "\n",
    "$$x\\in[-1,1]$$\n",
    "$$t\\in[0,1]$$\n",
    "\n",
    "**Initial Condition:**\n",
    "\n",
    "$$y(x,0)=sin(\\pi x)$$\n",
    "\n",
    "**Boundary Conditions:**\n",
    "\n",
    "$$y(-1,t)=0$$\n",
    "$$y(1,t)=0$$\n",
    "\n",
    "**Exact solution:**\n",
    "\n",
    "$$y(x,t)=e^{-t}sin(\\pi x)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pOe9yRvxjakj"
   },
   "source": [
    "### Generate data of the exact solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "go0WGbdx7bXB",
    "outputId": "a4a63e95-4e99-42ee-9ced-2204e00f9319"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([200, 1]) torch.Size([100, 1])\n",
      "torch.Size([200, 100]) torch.Size([200, 100]) torch.Size([200, 100])\n"
     ]
    }
   ],
   "source": [
    "# exact solution y(x,t)\n",
    "def f_real(x,t):\n",
    "  return torch.exp(-t)*(torch.sin(np.pi*x))\n",
    "\n",
    "# define range of the space and time variables:\n",
    "x_min=-1\n",
    "x_max=1\n",
    "t_min=0\n",
    "t_max=1\n",
    "\n",
    "# define number of spatial and temporal points\n",
    "total_points_x=200\n",
    "total_points_t=100\n",
    "\n",
    "# generate samples of x, t\n",
    "x=torch.linspace(x_min,x_max,total_points_x).view(-1,1)\n",
    "t=torch.linspace(t_min,t_max,total_points_t).view(-1,1)\n",
    "\n",
    "# Create the mesh of x, t\n",
    "X,T=torch.meshgrid(x.squeeze(1),t.squeeze(1), indexing='ij')\n",
    "\n",
    "# Evaluate exact solution y(x,t) on the mesh\n",
    "y_real=f_real(X,T)\n",
    "\n",
    "# data shapes\n",
    "print(x.shape, t.shape)\n",
    "print(X.shape, T.shape, y_real.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(-1.0000) tensor(1.0000)\n"
     ]
    }
   ],
   "source": [
    "# min and max values of the PDE solution\n",
    "ymin = y_real.min()\n",
    "ymax = y_real.max()\n",
    "print(ymin, ymax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the exact solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "F8Y6q7m288zJ"
   },
   "outputs": [],
   "source": [
    "def plot3D(X, T, y):\n",
    "    #     2D\n",
    "    fig = plt.figure()\n",
    "    ax1 = fig.add_subplot(121)\n",
    "    cm = ax1.contourf(T.numpy(), X.numpy(), y.numpy(), 20,cmap=\"viridis\")\n",
    "    fig.colorbar(cm, ax=ax1) # Add a colorbar to a plot\n",
    "    ax1.set_title('y(x,t)')\n",
    "    ax1.set_xlabel('t')\n",
    "    ax1.set_ylabel('x')\n",
    "    ax1.set_aspect('equal')\n",
    "    #     3D\n",
    "    ax2 = fig.add_subplot(122, projection='3d')\n",
    "    ax2.plot_surface(T.numpy(), X.numpy(), y.numpy(),cmap=\"viridis\")\n",
    "    ax2.set_xlabel('t')\n",
    "    ax2.set_ylabel('x')\n",
    "    ax2.set_zlabel('y(x,t)')\n",
    "    fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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SRNVyNkSwFARBEK4VESCXABEshUsRwVIQBEGYayJALmHXa7AUoXJ6RLAUBEEQrpQIkHOoJThBIKQB0FtMzu/NXMKFguVSD5UgguV0XShYilApCIIgnE0EyKukNZQ+7zERKueXqFZeOREqBUEQhLOJAHkNiVC58IhQeeVEqBQEQbh+iQA5z0SoXHhEqLxyoaiBI196a0dBEARh8RMBcgESoXLhOTdUikApCIIgXM9EgFwkzg2VCzlQwvmhcqkHShChUhAEQbh+iAC5SIkq5cIjqpSCIAjC9UIEyCVEVCkXFhEoZ67HqiZsKbM6R8FygL65uSFBEAThgkSAnEPLQmMEQ2e+pd3F2nm8GxEoFxoRKAVBEISlQgTIq2h5aHTK5yJQzowIlIIgCIKwMIkAeQ2JQDk7IlAKgiAIwsIgAuQ8WsiBcqGHSZgaKJdamAQRKAVBEISFSwTIBeTsQLmQwiQs/EC51KuTIAKlIAiCsHDI830DM/XII4/Q3t5OMBhk27ZtvPDCCxc99s1vfjOSJJ338fa3v71yzHvf+97zvn7nnXdei5dySctDo1M+5ltrKD3lY6FrjGQrH0tVMlKsfAiCIAjCtbSoKpBPPvkku3fv5tFHH2Xbtm08/PDD7Nq1i46ODurr6887/vvf/z6maVY+Hxsb4+abb+a3fuu3phx355138q1vfavyua4vvP18F1J1EhbXcPf1Vp0UlUlBEAThaltUAfKhhx7ivvvu49577wXg0Ucf5emnn+axxx7jYx/72HnHV1dXT/n8e9/7HuFw+LwAqes6jY2NV+/G55gIk7Mj5k4KgiAIwuwsmiFs0zR5+eWX2blzZ+UxWZbZuXMne/fundY5vvnNb/Lud7+bSCQy5fFnn32W+vp61q1bxwc+8AHGxsYueR7DMMhkMlM+ANq1EVYGhmf4ymZnIQ1zA4tqmBvEULcgCIIgXIlFU4EcHR3FcRwaGhqmPN7Q0MDRo0cv+/wXXniBgwcP8s1vfnPK43feeSfvete7WLFiBSdPnuTjH/84b33rW9m7dy+KcuEdMR588EE+/elPX/RaZ4fIU+b5Q+tXi+jqnp2lXpkEMdQtCIIgzI1FEyBn65vf/CY33ngjt91225TH3/3ud1f+fOONN3LTTTexatUqnn32WX75l3/5gue6//772b17d+XzTCbDsmXLLnjsfIVJWFhD3SJMLjwiTAqCIAhXatEEyNraWhRFYWhoaMrjQ0NDl52/mM/n+d73vsdnPvOZy15n5cqV1NbWcuLEiYsGSF3Xr6jRZiGEyfkOkiDC5EIkwqQgCIIwE4tmDmQgEGDr1q3s2bOn8pjruuzZs4ft27df8rn/+I//iGEYvOc977nsdXp7exkbG6OpqWnW93wpKwPDlY9rScyZnJ3rac6kIAiCIFzMoqlAAuzevZt77rmHW2+9ldtuu42HH36YfD5f6cq+++67aWlp4cEHH5zyvG9+85u8853vpKamZsrjuVyOT3/60/zGb/wGjY2NnDx5ko9+9KOsXr2aXbt2XbPXNRkir+chbhCVyYVGVCUFQRCEi1lUAfKuu+5iZGSEBx54gMHBQTZv3swzzzxTaazp6elBlqcWVTs6OvjZz37Gv/7rv553PkVR2L9/P9/+9rdJp9M0Nzfzq7/6q3z2s5+dl7UgxRD3GZNhcjEESTgTJpdikAQRJgVBEISpJM/zvPm+icUuk8mQSCR44tUbCccu3Lk9G9c6TE5aKGFy0mIJk5OWapicdLEg6RRKHH/P55mYmCAej0/rXHP5b6iQdfhPtxyY0fUFQRCEmVlUFcjr1XwPcS+UICmqkguLqEoKgiBcv0SAXETmO0jCwgiTi3Wu5FINknAmTIogKQiCcH0QAXIOtWnjRDWZLqvm8gfPgpgrecZiqkou9aYb8IOkjXHFz++y6gias/vPUsmyZ/V8QRAE4fJEgLwK2rUzWyFeqzApgmQaWBxBEq6PqqQgCIKwdC2adSAXq3ZtbEqgvFrmY01JYEGtKQksqjUlgSW/pqQgCIKwNIkAeY2IIHltiSApCIIgCFePCJDXmAiS15YIkoIgCIIw90SAnCciSF5bIkgKgiAIwtwRAXKeiSB5bYkgKQiCIAizJwLkAnEtQiSIIDlJBElBEARBuHIiQC4g16oaCcxLiAQRJGdLhEhBEARhIRABcgFa6sPawIIKkcCiC5EiSAqCIAjzSQTIBUwMa19bi7EaKYKkIAiCMB9EgFzgrpdh7YVkMYVIEMPagiAIwrUnAuQcale9q3duUY28pkQ1UhAEQRAuTgTIObZS9Vh5lYKkqEZee4spRIKoRgqCIAjXhgiQV8nVCpFwbauR80FUI2dHhEhBEAThahMB8ipaKiFSVCN9iy1EiiApCIIgXC0iQF5lVztEXg/VyIVkMYVIENXImXjkkUdob28nGAyybds2XnjhhUsen06n+cM//EOamprQdZ21a9fygx/84BrdrSAIwvwSAfIauJrzIuH6GNJeSESIXHqefPJJdu/ezSc/+UleeeUVbr75Znbt2sXw8IV/5k3T5Fd+5Vfo6urin/7pn+jo6ODrX/86LS0t1/jOBUEQ5ocIkNeQCJFXToTI2REh8tIeeugh7rvvPu699142btzIo48+Sjgc5rHHHrvg8Y899hjj4+M89dRT3HHHHbS3t/OmN72Jm2+++RrfuSAIwvwQAfIaEyHyyi3E5prF5HoLkZlMZsqHYRgXPM40TV5++WV27txZeUyWZXbu3MnevXsv+Jz/9b/+F9u3b+cP//APaWho4IYbbuBzn/scjuNcldciCIKw0KjzfQPXo5WqxylbuirnbtfG6LJqrsq5z7YyMMwps/6qX+dClodG6S7Wzsu1z9UaStNbTM73bUxbYyTLYD4237dxUaeLNQQUbVbnMIsWAMuWLZvy+Cc/+Uk+9alPnXf86OgojuPQ0NAw5fGGhgaOHj16wWucOnWKH//4x/zu7/4uP/jBDzhx4gR/8Ad/gGVZfPKTn5zV/QuCICwGIkDOExEilw4RIhem06dPE4/HK5/ruj5n53Zdl/r6ev7mb/4GRVHYunUrfX19fPGLXxQBUhCE64IYwp5HYjj7yi2koWwQw9kLUTwen/JxsQBZW1uLoigMDQ1NeXxoaIjGxsYLPqepqYm1a9eiKErlsQ0bNjA4OIhpmnP3IgRBEBYoESCXMBEiry0RIhenQCDA1q1b2bNnT+Ux13XZs2cP27dvv+Bz7rjjDk6cOIHrupXHjh07RlNTE4FA4KrfsyAIwnwTAXKeXc0q5LUkQqRPhMjFaffu3Xz961/n29/+NkeOHOEDH/gA+Xyee++9F4C7776b+++/v3L8Bz7wAcbHx/nQhz7EsWPHePrpp/nc5z7HH/7hH87XSxAEQbimxBzIBWApzIecTwupqQYW35xIAe666y5GRkZ44IEHGBwcZPPmzTzzzDOVxpqenh5k+czv28uWLeOHP/whH/nIR7jppptoaWnhQx/6EH/0R380Xy9BEAThmhIBcoFYCiFSNNUsTtdLU83lfPCDH+SDH/zgBb/27LPPnvfY9u3b+cUvfnGV70oQBGFhEkPYwpwSQ9k+MZQtCIIgLGUiQC4gS6Erez4ttBApCIIgCEuVCJDXkaXelb3QiCqkIAiCsFSJALnALJWu7PkiqpCCIAiCcPWJAClcFaIK6RNVSEEQBGEpEgFyARJzIQVBEBYnz/NwHAfPE6NJwtImAqSw5Cy0YezFVoUUBOHKuK6LaZpkMhmy2SyFQgHTNEWgFJYksQ6kcNWIdSEXJ7EupCDMzGTV0bZtXNfF8zxc16VUKgEgyzKyLKOqKqqqoigKsiwjSVdn7V9BuBZEgLwOXQ+70wiCIFwLnudhWRaO42BZFocOHWJkZIR4PE5VVRXJZJJYLFYJmYVCgf7+ftra2ggEAiJQCovWohvCfuSRR2hvbycYDLJt2zZeeOGFix77+OOPI0nSlI9gMDjlGM/zeOCBB2hqaiIUCrFz506OHz9+tV/GZYlubEEQhIXNdV0Mw8C2bdLpNHv37sXzPLZs2UJjYyPFYpHDhw/z85//nP3793P69Gmy2SydnZ1YloVhGOTzebLZLLlcjmKxiGmalSqmICxki6oC+eSTT7J7924effRRtm3bxsMPP8yuXbvo6Oigvv7CQ6XxeJyOjo7K5+f+hvdnf/Zn/OVf/iXf/va3WbFiBX/yJ3/Crl27OHz48HlhUxAEQRAmq4k9PT0MDQ0Ri8Xo6upi7dq1tLa2YlkWiUSClpYWPM+jUCiQSqVIp9P09vYCcPjwYaqrq0kmk0SjUWzbxrKsSrFDUZQpQ96TjwvCQrGoAuRDDz3Efffdx7333gvAo48+ytNPP81jjz3Gxz72sQs+R5IkGhsbL/g1z/N4+OGH+eM//mN+/dd/HYC//du/paGhgaeeeop3v/vdV+eFCFfd8tAo3cXa+b4NQRCWmLOHrA3DYHx8nHw+z7Zt24jH47iuO+V4SZKIRCJEIhFaW1uxbZuf/vSnVFdXk8lk6OnpwfM8kslkZcg7EolcMFBqmoaiKJUhb0GYT4smQJqmycsvv8z9999feUyWZXbu3MnevXsv+rxcLsfy5ctxXZctW7bwuc99jk2bNgHQ2dnJ4OAgO3furByfSCTYtm0be/fuvWiANAwDwzAqn2cymdm+PEEQBGGBm5zn6HkeIyMjnDx5EkVR2L59O6o6vbfTyeDX3NxMe3s7nueRy+VIpVKkUik6OzuRJGlKoAyHwyJQCgvOogmQo6OjOI5DQ0PDlMcbGho4evToBZ+zbt06HnvsMW666SYmJib40pe+xI4dOzh06BCtra0MDg5WznHuOSe/diEPPvggn/70p2f5igRBOFdfKYGmBGZ1DqtkztHdCILP8zxs2650WR87doy+vj6am5vJZrPTDo/nnhP8CmUsFiMWi9HW1obrupVAOTY2xqlTp5BleUqgDIVClUAJnNfhLQKlcC0smgB5JbZv38727dsrn+/YsYMNGzbwta99jc9+9rNXfN7777+f3bt3Vz7PZDIsW7ZsVvcqCIIgLDyu62JZFq7rks/nOXDgAOC/n2QymRmPQF1uHqMsy8TjceLxeGX0LJvNkkqlGBkZ4cSJE6iqOiVQBoNBLMvCNM1KhVIESuFqWzQBsra2FkVRGBoamvL40NDQRec4nkvTNG655RZOnDgBUHne0NAQTU1NU865efPmi55H13V0XZ/hKxCuJTH/URCE2Zhcy3EyPA4MDHDkyBGWLVvG2rVrkWWZbDZ7xd3S032eLMskEgkSiQTt7e24rsvExATpdJqhoSGOHTuGpmlUVVVVAmUgEMCyrEqFcrLpJxaLVZpzREOOMFuL5leSQCDA1q1b2bNnT+Ux13XZs2fPlCrjpTiOw4EDByphccWKFTQ2Nk45ZyaT4fnnn5/2OQVBEISlZbJRxjRNLMvi4MGDHDt2jM2bN7N+/fpKNe9iIexS4Wy2wU2WZaqqqlixYgVbtmzhjW98Ixs3biQUCjEwMMDzzz/P888/z7FjxxgZGaksF7R3714KhQK5XI6JiQlyuRylUgnbtsWSQcIVWTQVSIDdu3dzzz33cOutt3Lbbbfx8MMPk8/nK13Zd999Ny0tLTz44IMAfOYzn+H2229n9erVpNNpvvjFL9Ld3c373vc+wP+H/OEPf5g//dM/Zc2aNZVlfJqbm3nnO985Xy8TgFO2+O1QEAThWpusOjqOQzabZf/+/QSDQXbs2HHe0m6SJJ3XdT3J87xLhsW5Cm2KolBdXU11dTXgF0rS6TTpdJq+vj6OHj1KIBDA8zzGxsZIJpNomjZlyFuW5fOackSFUricRRUg77rrLkZGRnjggQcYHBxk8+bNPPPMM5UmmJ6eninzPFKpFPfddx+Dg4NUVVWxdetWnnvuOTZu3Fg55qMf/Sj5fJ7f+73fI51O8/rXv55nnnlmSa8BKXahEQRBmGpymHdyyPr06dOcOHGClStXsnLlygsGqouFrMuFx6sZzhRFoaamhpoa/7/ztm0zNDRER0cHp0+f5vDhw4TD4cpwdzKZRJKk8wLluXMoRaAUziV5onY9a5lMhkQiQffRZuKxuZkVcDUrkNcqQM7nPtgLaQ5kbzE537cwI7PdB9vOG7z0roeZmJggHo9P6zmT/4be/sP3oUVm2YWdN3l61zdmdH3h+nb22o6maXLo0CGy2Sw333wzVVVVF33e6Ogohw8f5o1vfGPlMdd1pzSzXMhPfvITtm3bRjgcnvPXciH5fJ4XX3yRN7/5zViWRTqdrixsnsvliEQiUwKloih4nlcJwiJQCheyqCqQ1wsxfD07Cyk8CoKwsJ1ddUylUhw4cIBkMskdd9yBpmmXfO6Vhqj5DF+aplFXV0ddXR3gr7E8GShPnTpFoVAgGo1OCZSe52GaJoZhiEApVIgAeZ0Rw9eCIAjnr+146tQpuru7WbduHcuWLZtWIJIk6ap3Yc+Vi72eQCBAfX19ZTtgwzAqgfLEiRMUi0VisVglUMbjcSRJwjAMTNNfc1UEyuuTCJDCVTFfw9cLrfp4vQ1fC8Ji4DgOpVIJSZIolUocOHAA27a5/fbbicWm/2/gSgPkQg5Xuq7T0NBQ6S0olUqVQHns2DEMwzgvUHqeV9mhbbJCOdmQo6oqsiwv6NcsXBkRIBeYpTD3URAEYSGaXNvRNE1+9KMfsWnTJo4dO0ZDQwMbNmxAUZQZne9CAXK6QelaViBnc61gMEhjY2Nl3eRisViZP3n06FFM0yQej1cCZSwWw/M8SqUSQ0NDyLJMY2MjmqZVKpQiUC4NIkAKc05UH32i+igIC8fZjTKO4wBw9OhRbrzxxmlvRnGui1UgLxeOFnN4CoVChEIhmpub8TxvSqDs7+/Htu1KoMxkMoTD4UqgBCr7eJ895C0C5eIkAuQCshSqj/PZeS1cOREehaXs7LUdC4UCr732GgBbtmypLHdzJZbCHMjZnjMcDhMOh2lpacHzPAqFQiVQplIpxsfHyeVylQplNBrFdd1KoJRl+bw5lCJQLg4iQC4QovN6dkT1URCEc02u7WjbNo7jMDAwwNGjR2lra6NQKBAIXGbJKDcF1v8FVLzAG5Gk6JQvz2YO5FJcQU+SJCKRCJFIhNbWVg4dOoSqqoTDYVKpFD09PXieN2Uf70gkguu6GIZBqVQSgXIREQHyOrDUq48iPM6OqD4KS9HZQ9aWZXHkyBHGx8e55ZZbqK2tpbe399IhznwONf//gRTClarxjO9h67+Bov965ZDF0kQzn2FV13WWLVvGsmXL8DyPXC5HKpUilUrR2dmJJElTAmU4HK5MM7hYU86l1tgUrh0RIBcAMXS9dIjwKAjz7+y1HTOZDPv37ycSiXDHHXeg6zrgD51ebBtCyX4VJf9BPGUNkjMEkolLDRS+San0T6jhB1C1NYtqCHs+eJ43ZXc4SZKIxWLEYjHa2tpwXbcSKMfGxjh16hSyLE8JlKFQqFJFngyO586hFIFyfogAOc+WQnicTwut+igIwvw5d23Hnp4eTp48yerVq2lvb58SMi4W/jwvB8VvImEhOYexlc24nodk/xRZbkZxHEqZ9yJp7wDl/10UFcj5uubltnSUZZl4PE48Hmf58uW4rks2myWVSjEyMsKJEydQVXVKoAwGg9i2jWVZFw2UZ4dW4eoRAXIeLZXwKIaufaL6KAjzx3XdylxHwzA4ePAghUKB173udSSTyfOOv1gF0it+Fc/6EYayCQUFxz4AlPCUm/A8FZdOZDmGaz6GxbMEg//xiu73eqlAziS4yrJMIpEgkUjQ3t6O67pMTEyQTqcZGhri2LFjaJpGVVVVJVDqun7BQDk55C0C5dUjAuQ8EeFxdkR4nB0RHoWlYnJtR8uy8DyPsbExDhw4QHV1NTt27LjodoQXqkC6zhCUnvDPax/GUNYhKxuQnVdxcXDcHiS5DcV5FVOqwnGHWbv2rxib6CIZ/VMUZXpvqdfLHMiZBshzybJcCYsrVqzAcZxKoBwYGKCjo4NAIHBeoOzr62N4eJgbbrjhgrvkiEA5N0SAnAciPM6OCI+zs5DD41A+ioo+q3PYeWOO7kZY6M4dsj558iQ9PT1s2LCBlpaWS4YXSZLOq0BapW/iKRvQnBN46jo8+0UcwFVux3X6kLwxPGcMT3szsvUyupTBJoJk/TOjqZeIRh5A5nV0dnYSDoeprq4mGAxe9N6XutkGyHMpikJ1dTXV1dWAP9c1nU6TTqfp6+vj6NGjBINBAoFApRFHURQsy8I0zUqFUgTKuSEC5DUmwuPsiPA4Ows5PArCTJy9tmOxWOTAgQO4rsv27duJRqOXfb4sy1NCnOflsIwnwcthS03IHkzuS2NJORzG0ZRbgBKW9SySFKPkJXHlPIanIEmDpLLvJ5VeTyn/YdJplY6ODkKhEFVVVVRXV5NMJtE07bqZA+m67lW9rqIo1NTUVNbytG2bdDpNT08PxWKR5557jnA4XKlOJpNJVFXFsiwsywI4L1BOdnkLlycC5DUkwuPsiPA4OyI8CkvB2Ws7uq7L0NAQhw8fprm5mXXr1k17O8JzK5C28b/Ay/nXkJsp2nsJqLeiei6O/SoAptMBynokqRrPGwFpLYZrEJVNFC9P3o4STZwkmvw44cDvEwv8RmXJmlOnTpHP54nFYliWRSaTIR6Pz3j7xMVkriuQl6OqKrW1teTzeQKBAOvWrassaN7d3c2hQ4eIRCKVIe9EInHJCuXZXd7C+USAvEZEeJwdER5nR4RHYSk4dzvCo0ePMjw8zI033khDQ8OMznVuBTJr7kWVGpG9QRxvHADTfglTvRVVvgnJ3Y+kbMCyn0eSYqjKG5HtnxPXbCxPYdxMEtPS2Ei4kkfRfJCC+S/UJh+krm4tAIZhkEql6OjooKenh87OThKJRKVCGYvFrkpYWaxzIK+U67qVtSPr6uqoq6sDwDTNSqA8efIkhUKBaDQ6JVBKkjQlUMqyfF5TjgiUPhEgr4GlEB7nc53HhRQeRXAUhPnhui7Dw8MMDAzQ2trK/v37UVWVHTt2EAqFZny+s7uwLfskOeNfkAgR0d6Ia/07kgSSsgrDehETCKh34DnHkQDXLVHiFK63CtvuJSfZJAIpsm6IoORiuTI2EOBVBnK/Q1D7DzRE/iu6rtPY2EhXVxerV68mHA4zPj5e2aUFqISZqqoqwuHwog4r8x0gzxUIBKivr6e+3n8/MwyjEiiPHz9OsVgkFotVvv/xeLzyS8vZgfLcOZSL+e9oNkSAvMpEeLxyCyk4ggiPgjAfJoesLcuiVCoxNDREX18f7e3trFq16oobIM7uws4b/9u/FkVKXgFHXktIKgHJyvEWNqZrEVa3IksKlvU8ACWzEVt3cb0SMblIyq3D8UxichEPhaJrYJrfJ2s/R33ooyT07ZWh0sl9pFtbW/E877w1EM9esqa6urqyCPqVvt5rbaEFyHPpuk5DQ0Olel0qlSqBsqOjA8MwKoEymUySSCTwPA/TNKfsknO9BkoRIK+SpRAcQYTHSSI8CsK1d+52hN3d3Zimya233lppnLhSZ1cgi8YPytfTMOwOXC+DRRUBrRXZ05CkEIZ1AI8iOesQxdIKwkoVgUAKx1OJyn2MOiFkKUlMHgQJCm4EkxAxeYyiGwS3m4HCf2WkcCvIv37esLIkSVMW1Z5csiaVStHX18eRI0cqnd2TgeZiSxQtFPMVIM/dAWe6gsEgjY2NNDY2AlAsFkmlUqTTaY4ePYppmsTj8cr3f7JCeXagdBwHWZaJRCJLPlCKAHkVLIXwKIasz1hM4VEER2EpOHdtx3Q6zf79+ytLtMw2PMKZCmTR6qREPbLXhaZuoGgfAEBV1zBhPk9AaSOqtONZPwYgn1+OFunAJIym/gpaaI9/vOQgSSkG7AT1SpaCJxGTU4w7ceJynqJXheEY6PJP0ZYdYMx7J7X8vxe9v3OXrLEsa8r8vXOHWycbQi72/ZwP8xUgHcdBVWcfb0KhEKFQiObmZv9n5axA2d/fj23bUwJlLBajr6+PQqHA+vXrAZZ0hVIEyDkmwuOVE8FxdkR4FJaCs9d29DyPzs5OOjs7WbNmDclkkldeeWVOrjPZhT1hPsu4+TK6soK4VF35uuXlATCdHlKeAvYWNA6jhTL+fVIg73STL7aQjKgUvCwJOUWNajFg1aBKJpLkEZFzZNxaHK9ATClieUFsKU9e+gf2j79AW/T/Ixm45bL3e25DiGEYlfmTR44cwbKsa9KQMxOLrQJ5KWdPOWhpacHzPAqFQiVQ9vb24jgOgUCAQCBALpcjGo3ieR6GYUwZ8h4YGODQoUP8xm/8xpze47UmAuQc6rIlLr/62BWcd4kHRxDhcbZEeBSWgsmqo+u6lEolDh48SKlU4rbbbiORSJDNZi+4/eCVmOzCnig9C0DJ7qfk5Ilqryfg9lK0OwBQ5dUUnU6QweMmdM3fsSagbCJvH0ELQclbiSvVYrtZPEkiImcIyA4DVhwZnWp1DICsW4vtmkS1PAVHxvWOcjL739ClLayN/zEBNT7t+9d1naamJpqamqaEmfHx8fMacuaiGnclFvocyNmQJIlIJEIkEqnMYc3n83R0dGCaJvv378fzvCn7eEciETzPY+/evXzlK19Z9AFSLL++wC318NhdrF1Q4bG3mFxU4XEwHxPhUVj0JhtlTNPEcRxGR0fZu3cvwWCQHTt2kEgkgIvvX30lZFnGcXPkLH+Nx6C6GtubIG2+SkFaiay+DoBc9kz4klSVcfMQtrwFZ0q5IIZOF+NOkF6jmYDs+K8Lj5BcYNCKY3kKEiZBuUTGiqFIFpYXpeQWKLk/ZV/6dzmV/foVDTdPhpnW1lZuuukm3vCGN7B582ZisRgjIyMcOXIEwzA4fPgwg4ODGMa12a3palQCp+NaBMhzSZJENBolHA7T0NDAG97wBrZs2UJVVRWpVIpXX32Vn//853z1q1/lH//xH3Fdd9Y/yz/96U/5tV/7NZqbm5Ekiaeeeuqyz3n22WfZsmULuq6zevVqHn/88Su+vqhALlBLPTjCwqo6LqbQCKLiKCwdZzfKuK7L8ePH6e3tZePGjbS0tEw5djJAzkVlS5IkTHkfYJfPnah8reTmyNkdeMU1JIJ+oJOIkLeO+l+3R5igRFK7g1L+CFLgMACqBDF1hB6jjoSSJSTJqFKJGtVkyGoiKKdIKA4B2aLoRoASEcXA9KrIOWms0pMMG/+X9sh9NIbeMKvXNtmQ097eztjYGIcPH0bXdU6fPs3hw4enLKh9taqU81mBnK/h+8ntEyVJIhaLEYvFaGtrw3Vdcrkcx44d4/Dhw/T29tLQ0MCb3vQmnnjiiStaiiqfz3PzzTfzn//zf+Zd73rXZY/v7Ozk7W9/O+9///v5zne+w549e3jf+95HU1MTu3btmvH1RYBcYESH9bUnwqMgzI9ztyPcv38/ADt27CASiZx3/GRVaS6CiSzLjEjHiKs78JzXMJ1h/3Gi5KwTIIEeCjHmDVCnvh4dC8N6CYCAuoKi9TLj5itYpQ1UBQw8jmJLrQTookab4LSRJKwEqZOKFNxqEuoorifRZ1ajSwZxNYPnQcZpRJLGiSoOpqdjecfpyH2e7vz/5KbkRwmps//v9ORi2KtWrWLVqlWVhpzx8fHzGnKqq6tJJBJzUsFbykPYFzMZIM8lyzLxeJz3ve99pNNpjhw5wkc+8hFefPHFKwqPAG9961t561vfOu3jH330UVasWMGf//mfA7BhwwZ+9rOf8Rd/8RciQC52S73qKILj7IjgKCwVZ6/t6Hkeg4ODHD58mNbWVtatW3fRN//Jx+ciIEiSRF49TLo0RFxZRZUWBOc0RrEegv4cwoBWQ87sYdh4jUTgdWjKLdjOq5TcofILUfCCfaTcPFXaDnTnNJ4HjqeQ0EqE5CxDdgzPC1MrZ5AlD0/SAIdhK0ZYBkVK46GSd2PYnkFQDmF7JUo8zy/G7yOpvZ6b4h9GUWa3ZM/ZQe7chpxSqVTZcvHQoUPYtk0ikagsGXSlDTnXY4B0Xfey21NObmm5fft2tm/ffo3uDPbu3cvOnTunPLZr1y4+/OEPX9H5RIBcAERwvLZEcBSE+XP2kLVt2xw9epSRkRFuvvnmyg4hF3N2gJwtR0lhyUPl89ZwoniQoLGKpJbAwQ+QRcf/ukKEMeMAHhZ1gTfheKcACGsbsfCHry0g61qMGi24XpFloQkATDdIUh3ltFGNLjnE1QlkCWRPJufWoHkTRBSTghtHkSQMt0RYMSm4DRhuAcfaw0/GXmNZ6B2si737il7r5eZVBoPB8xpyJju8u7q6kCSpUp2sqqoiFApNKxhejwHyYhXIs+VyuQtW2K+2wcHB87b8bGhoIJPJUCwWZ1wJFQFyHongeG2J4CgI82uy6jg5H+y1115D13XuuOMOgsHgZZ8/lwGyqHRU/pwr5EGFYiCFJcs0qNuQGWXC6gYgrK2mZB4E/KCYsorU6TtwvWLlHKZbxPbyJAN5uotVjFoatdooAVlBkqAukKHPSGLZDVSrQ4xaNdQExnE9iX6jhqSWRZMdPE9iwmlFlYYJyy42VZS8fk7m/4Ge4k/ZEH0vreHbZv36L+bs7uJly5bhum5lh5yhoSGOHTtGIBCohMmqqqqL7pBzvQbIy107n89X1vdczEQX9jzosmquSXg8ZdaL8IjorBam55FHHqG9vZ1gMMi2bdt44YUXLnrs97//fW699dbK0hybN2/miSeeuIZ3u7icvZ+w67qcPn2aF154gebmZm677bZphUegsgWg4zizvqeCcrTyZ0Py5z9G1VZKboruUgdZtw1d3eYPU3MmBBWdIVwsRozjjNgljMIqVOrJ2ScAkKVlNAczqHKBfdkWJPyO57RVRV0gR0wdp8+sQsWvCnpIBFUXmxCjVoS0XYMuDwMaJa+ajFMiAHiSi+Ud5dXMF/i34Y+SNQdn9HqvNMjJskwikaC9vZ0tW7bwxje+kQ0bNqBpGqdPn+bnP/85zz//PMeOHWN0dBTbtivPvV4D5OUqkIVCYV4qkI2NjQwNDU15bGhoiHg8fkXzMEUF8hpa6hVHWHjBcTERoXH+PPnkk+zevZtHH32Ubdu28fDDD7Nr1y46OjouOKxaXV3NJz7xCdavX08gEOBf/uVfuPfee6mvr7+iyehL2dlrO5qmyaFDh8hms9x6661UVVXN+HxztZRPyiwhaWFUKYKlpADQlRqw+wEwvRIDxjHi6no01w8EQaWZvDMAQExbzah5BHQIeFsJyKcx3W7Cai2G2V8+n0zO1RgwkyiUCJffcSU3hK6P01uqQkKlXvevLxEDSSFr60QUkwnHIqKEMD0bRZqg5CSRZYeCe5AfjX2YmLKO11f/V4Lqtftvx4V2yJmcP3nixIkpDTme583LLjjztXwQzGwO5LW2fft2fvCDH0x57N/+7d+ueB6mCJDXwFIPjgspNIIIjsLMPfTQQ9x3333ce++9gN+t+PTTT/PYY4/xsY997Lzj3/zmN0/5/EMf+hDf/va3+dnPfiYCZNnkdoQDAwP09/fT2trK/v37SSQS7Nixg0AgcEXnVRRlVgHSdV32d7xEj34KxY6zIb4Jw9iLi4nlmQBInkq6PHyNpHGq1EWDfhtBRSHv+JU/96yqZMYdoOSkaNC3U7An508GqNayyJJLRLHJuSojZj26NEE84AfGhGpiei6jZgMxdQQXiaCcxvMkxuxWwvIQmlSi5CmYTh2qnEGTTPJOFCSHtHOIH4z+FxoCr+P2xO9dtNHmaoY4TdOor6+v/KI12ZAzNuYvnv7CCy9UFtOurq4mGo1e9arkQq9A5vP5OalA5nI5Tpw4Ufm8s7OTffv2UV1dTVtbG/fffz99fX387d/+LQDvf//7+eu//ms++tGP8p//83/mxz/+Mf/wD//A008/fUXXFwHyKhLB8doSwVE4WyaTmfK5rusXnKtlmiYvv/wy999/f+UxWZbZuXMne/fuvex1PM/jxz/+MR0dHXzhC1+Y/Y0vAec2yoyNjTE8PMzatWtpa2ubVYCYTQWyWCyyb98+xgN+5dCRbYYsi7y7jGVahKzVBUAs0M6Y2QmAJiWA0wwZxyhpa4koO3CdQ2Qs/+uSWU1R84cFDdch7YDmbaKvOMTySBqAnJ0kHhgCDE4VamnVsyS0PCm7hipthIA8zpjVTEAyQclTcOIE5WEcdDJ2BEUqEVJGcTyZCbsWTc6hUKLoRtHkcXpKP6PP2M+a8C5ujr1z3sITnGnIqa+vZ3h4mJtvvplcLldpyJFlecr6k9NtyJmJ+QqQk6sLXO7ahUJhTiqQL730Em95y1sqn+/evRuAe+65h8cff5yBgYHKrkQAK1as4Omnn+YjH/kIX/7yl2ltbeUb3/jGFf/SKwLkHBPrOF57IjguLBOF6c1nu9hzFa78+QBOwX8zWrZs2ZTHP/nJT/KpT33qvONHR0dxHOeC3YlHjx497/jKvU5M0NLSgmEYKIrCV77yFX7lV35lVve+FJy9tqNhGJw8eRLLsti+fTvx+PS36ruYKw2Qw8PDHDhwgMbGRqx6F7L+4xPWMHknjSxF0VhOtWagSWf+jRZd/xcRjTBjZhejODQENhKUPWzrVWQnCZrfce0hY7o5THLk3Wp6CjItoRSK7FccLVehQS/hSBLH843UBDLlx2UUKUNAMRm36rBcj2oFZExGrCBxVcH1qlAlC1WawPM0il68/FwJ23OQ5D4O5v6ejvyP2By7i/WxN015/dd6LuJk1TMajVJVVTWlIWd8fLzSkKPreiVMVldXX3Fl+mzzFSAnfy6n04UdDodnfb03v/nNl6wuX2iXmTe/+c28+uqrs742iAA5p3qsasKze++7LDG/8YzFFByXemgESOcnJ2GX5vU+Jp0+fXpKYLlYp+iVisVi7Nu3j1wux549e9i9ezcrV648b3j7ejFZfbFtG9d1GR0d5eDBgySTSSzLmpPwCDMPkJO72/T09LBp0yaam5v5x77HAdCcOHnPD3chOUlv6TCDJqwOtxJRmjDdLBNWLwCJwHIKxjEAJEmjs3iIhLoGrfz+LaORKlcww0ojDeFRAE7lVxJRR4ioJv3FBM3hciCVglgYDBvVFN0iTUE/0RqORlhNk7KakbwsdYEckuRhezKDRoKagERALjBhagQVFc9TCSlZUlYYXQ7gMMDeiUfZl32Kbcm7WRG+ZVbf7ys1GWzODq6TDTmJRIIVK1bgOA7pdJpUKjVlh5zJDu9kMjnjHXIm510u1AA5uWf2fMyBnGsiQC4SotroW0yhEa634LiwTG7ldjm1tbUoinLB7sTGxsaLPk+WZVavXg3A5s2bOXLkCA8++OB1GSDPHrJ2HIfjx4/T39/Ppk2bCIfDvPTSS3N2rZkEyFKpxGuvvVapgEajURzPYtg4CYDmJEDOA2CX5z8qBDiWP4aHy4boVhzrICV3AqQzb5dZewQAwy0yqmSpcW6gPhhiyHwFgJDcQBo/QEqyB4pMT3EZHrkzr0MqoskWipSmZNWSsnQS6iiKbCJLHiFlhL5iHMuLkVAHyTt11OpjuJ5Ed6GK+qCBKuVwPRg2kkRVA02eoOBoqFKAkjvCnrGHiU20stH7NWB+KpCXqnwqikJNTQ01Nf7I3dkNOcePH6dUKhGPxysVyunskDP5szEfAXJydYDpLOMzH13Yc00EyAVOBEefCI4Ly0INjVciEAiwdetW9uzZwzvf+U7AfxPas2cPH/zgB6d9Htd1MQzjKt3lwnX22o7FYpHXXnsNWZbZsWMH4XCYXC43J13Tk6YbIEdHR9m/fz+1tbVs3bq1UsnqK/aQ0G4kZx3D8/xw43kSKcvvrq4KtDJg+A00adth0NBZE7mFvO0HwohSR9b2l/1JaC1knaOMuadRnU0E1dfhuCfJu2kALEdGV9LIkociF1FkOJmrI6qUqAv5YXKwGKc2lCrf2woimv/nESNKfTAP5Dlt1BCQPMIquMhENAvLlRixYkRUnapACs+TGTXDRBQdWUpRcEJoskHW7ufnzjdQkzWsKDVTH5w6teNqmU6APNe5DTnFYrESKPv7+7Ftm2QyWalQXqghZ/JnYz6WD5qc/3i5a8/VHMj5JgLkAiRCo0+ExoVnKQXHs+3evZt77rmHW2+9ldtuu42HH36YfD5f6cq+++67aWlp4cEHHwTgwQcf5NZbb2XVqlUYhsEPfvADnnjiCb761a/O58u4pjzPw7btypD14OAgR44coa2tjTVr1lSqMIqi4DjOnK0JeLkA6XkeJ0+epLOzkw0bNtDS0jLlut3FU+zLnEaX4rQ4YTQ9SFhNkrL8UBiQz8xNy9lpTM+kp5TBdCVWhG5ClTyytt9hbHtO+ZoSY2Y/RTdDUm1Es3QkZZS0ESUZSgMwUgjRGptAD+UZydeSc3SWh8dwzq4MyhauZDNcakWRTMBfqDwg6US0FKNmHRnTY1lkctmhMIZbpOTEiWk5woqGJBVIWWFiKjheAAcPWZnA0kt8f/jT1AU28ubk71ITnDrnd65dSYA8VygUIhQK0dzcXBn6TaVSjI+P09nZOaUhp7q6mlAoNO8VyMvNfzRNE9M0iUaj1+iurh4RIBcIMbfRJ0LjwrNUQ+PZ7rrrLkZGRnjggQcYHBxk8+bNPPPMM5XGmp6enilvSPl8nj/4gz+gt7eXUCjE+vXr+bu/+zvuuuuu+XoJ15Truti2XZnzeOTIEcbGxti8eXNlf+VJk9+3axEgDcNg//79FItFtm3bdsEpDN0Ff/ja8eCENE7UrGVTdDkZO4XjWZRcP7QF5Sjjlj+tIa7W0VU8zoFcnlWhTdTqGxkrdTBu9QEQkxpJuX4AtfMqY4HTaFYCqxTGDkygKh4RzR8it1yZqJ5FVWwGSm1AAYCUESQaSPvnwMCVSvQXGomqxUpVUpYMqoIWo0Y9qjRBQHEJKhZg0VtMUh3wCMk2EUWn6Hq4nkxEncCw45iugipnGDQP8b3hP6ExsJGdNf+JhHZ1Gj8n/77nqhIoSRLRaJRoNHrJhpzJv3PLsuZ83vPlTHcJH2BJBMhFtxPNTHaL+PrXv84b3vCGym8oO3fuPO/49773vZUf8smPO++882q/jIr52i2mu1hb+VgIxG4xC0s6H6p8XC8++MEP0t3djWEYPP/882zbtq3ytWeffXZKR+Of/umfcvz4cYrFIuPj4zz33HPXRXicbJQxTRPHcchkMvziF7/ANE3uuOOO88IjnGkomIvdY+DiATKVSvHcc8+haRo7duy46PzX06UuAKqUWjzJI+sUGDAcUmYzddoNpMuVyCqtCcq7xVSu5kl0l3p4LTuArmwhrrYAEDira9tT/aNtyUSNFuktVdOdbiQR8IPpcD6Gqvi7tYyXPAKaRW++GcM+E+QmLIWA4hILphkyo3TnqnBdCcOJocoe0UCKCTvJkKFjuCrjZpz6YB5VLjBYSlBwFEJKiYiaY8KqwvYkgoEMsqRhuTKGV6LfPMJjfZ/gnwa+QsZKX8lfxSVd7V1oJhtyVqxYUdkhZ926dZWft5///Oe88MILHD9+/Lwdcq6W6Swinsv5UxfEHMhrbKa7RTz77LP8zu/8Djt27CAYDPKFL3yBX/3VX+XQoUO0tLRUjrvzzjv51re+Vfn8av/WIoaofYspMMLSrzZeT2FRmLmzh6w9z6Onp4cTJ06watUqVqxYcdGwcHaA1LQLL3Q9E+cGSM/z6Orq4sSJE5ddZ7Jg5xgz/YCoy2EoZ9q0PUHKznHaiGG59bSHwyhnnWPc9JtmagPNDJa3ELQllWO5YWrdNoqyAxqonk5O9o+t1pYxaJ0mGoC0HaWnUIeKiSafedvVy1XJoJbBcnVOTtTTFDapDfpVqrylURdMI0keo2YDRccgGgDTCZDU88iSjenqpCyNsCqjSC4hJYimpJiwaig5JaoCGSQJCmYYmwBRbQLXC2G6Bh4ap41D/E3vJ2gP3sydte8mqs1Nt/y13sZwsiFH13VGRka4/fbbSafTjI+Pn9eQU11dTTwen/Nh7umuARkOh+d1rc65sqgC5Ex3i/jOd74z5fNvfOMb/PM//zN79uzh7rvvrjyu6/oluy3nggiNPhEaFxYRGoXpOHttx8ntCPP5PK973etIJpOXfO7kyM5cNdKcHSBN0+TAgQNks1luu+02EonEJZ87WX0EsPErUiE5xLjpz2mMKjGOG4OMTkywOrySRn09BWeUMcsfQg4rCcAPkAXHD3kpCoy4Dm2sozYUpqv4GgCafObfluuViOtFHFfBtKKMFGzCCiSCflVypBClLpKnNmIymKvG8IK0RdNYThUh1W/eKToyyaDBQLGWnAntcf+einaS+tAYOSfEeEmjNTyOLIEmFZFUhbxdg66ksFydUCCD4VRjezk8AsiSg+sZSJLJqdJrfKX3CCtCN/DWmt+adZCc732wA4HABRtyxsfH6evrw3Xdyg45F2vImanpDGHncjkikci8fG/m2qIJkLPdLQL85G9ZVmUPz0nPPvss9fX1VFVV8Uu/9Ev86Z/+aWVZgQsxDGNKt+W5O15MEqHRJ0LjwiJCozBd567tmEqlOHDgAFVVVezYsWPaFcXJRpq5MBkgJyYmePXVV4nFYtxxxx3Tupf+4igRJUreyZFx0gBUBxrI2qeBM00xGhrH8924uGyMrqVJzzFoHMMoL/WjEWDY8Lu2I1aCdGCMbrMfV15HQrsBzxtmotxoI3thEiE/KI7mwlTH/OsOZ2qoiqaJBHJ4ZzfSKAZ1wRIpO0iuKBNUZCRZIhbwA6uuFFFDKt25aqo0C0n2FzHXZJNqXSVlRVEllaLjUBMsoMoGOaMOxzPRPQlPymC7ATQpiEQGJJ2iE0KTbTyKnCy8yl8XDrIiuIm31/4W0cClQ/nFzHeAPNeFGnLGx8dJpVJTGnImO7xDoZn/d/JabmO4ECyaAHmlu0Wc7Y/+6I9obm5m586dlcfuvPNO3vWud7FixQpOnjzJxz/+cd761reyd+/ei/4gPPjgg3z605++4NdEaPSJ0LiwiNAozNTZazu6rsupU6fo7u5m/fr1tLa2zigczGWAlCSpsi3e6tWraW9vn/a9vJTu5FQ+zJbEKsbKWxEGpDO7P4xbfuir1xvpKfkLiBcd2J8ZollvRyaIhERCrmPI6QdAU85MeRqzxpiwU1SrNcTVOGFZIiInGLJOAeB5Z4KNpxUwJI/+0TqaYn5BomhGiZerklkjRE00y7gVwSrFqY35DT3pYoKqyAQ1IZucUUPeMGgIFxkvBmiI5NAUKFphFMmlYKm4FNGULLrsYLpRTCdERBtFlgzyVgLHU9HVDLLkMmHGCCsSjpfhZPE1/rr3MMuCG3hH7W+RCCRn9Pe00ALk2c5uyGlra8N1XTKZDKlUioGBATo6OtB1vRImq6qqprVDznTmQE4GSFGBXEQ+//nP873vfY9nn32WYPDMfzDe/e53V/584403ctNNN7Fq1SqeffZZfvmXf/mC57r//vsre06CX4FctmwZXVYdwWvY9CVC4+yI0CgIF+a6LqZpVta23L9/P7Ztc/vtt1/R+nWyLM9JgJzcV9swDG699Vaqqqpm9PzOQh+GazFkeHQVArR7zTjlt4OYEmfC9qt5QeXMv51UucHEIcAL6T5q5SZMU0WKSHh4FGS/KSKp1jJSHuqOq9WcKp5ARmZjpJaAlMJw01RH/QpmyQgSDfmh0ZVk8kDfWB3JgEJCKy/dU54rGdJsTMdi2IgjOTK65u/05HgSspSnNmxSchWKrk7JLhFQbIquQSzgn79QqsdWJojIDhOmRlUwRc6OIHtBNDVHQLJxXI2UkSAayCDh4XkRPE+i5BU5VTzMX57+LK36Wt5Z/1tUBaaO4F3MQg6Q55JlmWQySTKZZMWKFdi2zcTEBOPj43R3d3Po0KHKlozV1dUkEokL7pAznTmQogI5D650twiAL33pS3z+85/nRz/6ETfddNMlj125ciW1tbWcOHHiogFS1/VrvjzApIUUGkVgXHhEaBRmw/M8DMOgv7+fxsZGhoeHOXToEE1NTaxfv/6y1ZWLURRl1nMgM5kM+/btw/O8ypSjGT3fyjFqltdPlAPYnssJigxPKKyIbCChSkwUjgBguH7QC8sRRifnR8r+m/6om0MJNQJtLA9G6Cr4I2AJ7UyAtDyrfFWJw/lTOMDG8K2krE4Knkm1XE2uPJcSSUKSPKriBfLFEKmxWqrDOcLlfbINM0pY95f6GS+Ekdww/VmdiKIQDfmBdywfpiaap+TqpHP1xEJ+I89oMUJCH8P1YCxXS6hc3dRkA8PRyBkBomoY21OJBiYwHRXD0dEVBVnOorhxXK+AS5hTxaN8uee/06av5R1176T+MutIuq67aALkuVRVnbJDjmmalQXNOzo6MAyDeDxeqVBONuTMZA7kUrBoAuSV7hbxZ3/2Z/z3//7f+eEPf8itt9562ev09vYyNjZGU1PTXN36rCykwAgiNC40IjAKc2VyyLpQKHDgwAFSqRSDg4PccMMNs24ynM0Qtud59PX1ceTIEVasWAH489ln6lSht/Ln0mRAdHTSXp5X03k2RFdSo65DU7KMTHZd63VkyvMjU9kJUP35kcPWKI7nEJarMMxGmnWtMn9SRmaoPD+yQW/mdMkf6s45Dr2my+rQjdiOH0pVNOpiJrYHkp0gFMwSCsJgOk5cV4kHRzCtMKFyVVKXguiBNHoAsoUacjmXxmgWrbx0kCI7eHKRoh0kVwzhyX4VUpbAkhx0yWakUE1AUgjr4wQUKNgqRdsi6kXQlAKgYnlFZCeBJJWQUDFdi4BsAxod+UN0lk7REljJO+rfQWvozIom5/69zVeAnOvrBgIBGhoaKlPoJpfvSqVS9Pb2VhpybNsmFApd8rXn8/klsQYkLKIACTPfLeILX/gCDzzwAN/97ndpb29ncND/jW9y7kMul+PTn/40v/Ebv0FjYyMnT57kox/9KKtXr2bXrl3z9joXUmgUgXHhEaFRmEue51W6rCcrkADZbLayHeFszWT/6rPZts3hw4cZHR1ly5Yt1NTU0NnZeUXn6ir0Vf48YviVwogTJCf7YbLgGnTmBqkLVFGltdASNNCkMyNNRa0EHjQGG+ku+mFUQmbcKzBWhBYaaQutw/FKnC72AKBLZ/6tZuwsjudwujRMyTFpdldTE1bpNI4B0BZtpLOYBaAlHqEgjTBhh3AsDdlSUCQI6H7FMVfUCQb919A70UBA9Ye1J4pRYuUlgDKGQ0iVGctVEVRM4iH/cVkugSLRn09QGyyhSB7JoP/8sWItmpIjFrCxHYuCIyOjEFRzuG6SrGMRVPxmm1OlQ3zldCf1Wiv/of4drIy0T/l+L6Yh7JkKhUK0tLTQ0tKC53nkcjlSqRQ9PT1kMhnGxsamzJ88uyGnUCiICuR8mOluEV/96lcxTZPf/M3fnHKeT37yk3zqU59CURT279/Pt7/9bdLpNM3Nzfzqr/4qn/3sZ6/pEPVCCowgQuNCIwKjcLWcu7ZjX18fHR0dAGzevPmKOlEv5EoqkLlcjn379lUWBp+cu36lYfRU3g+QCTVGyvLnLcrlvTQkJAZLflWwOpDgSNbfC3utolPl1UDIYczxw1tIObvpJg1AjZykpzhMTxFuiq2hLRii3zjFhO0HwqgcZbi8QHlDoIGTxS563EFUZzW12g0UnV7S1jgAQSlMXvLvpSXUxIAygOHFKOXDJKIjKLKDY0dA969t2g7RsEW6UIuCCvhB0UVCUy001SKXT5LKaDREs1hWGF3LURMukCkmKboWdWEbwwoTD6bxPMgZNRTdIlVBEzAxrFryToF4wMBDxrRDyJKFR5FBs5NHe/+KGqWZX6t/Bxvj64ClHSDPJkkSsViMWCxGJpMhFouRSCQYHx+vNOQEg0GqqqoYHR1laGhoziqQjzzyCF/84hcZHBzk5ptv5q/+6q+47bbbLnjs448/Xim2TdJ1nVKpdMXXX1QBEvzdIi42ZP3ss89O+byrq+uS5wqFQvzwhz+cozubPhEYZ0cERkGYG5Nd1pZlceTIEVKpFLfccgsvv/xyZS/juTDTANnf38+hQ4fO21cbrjxAZk2ZZr2BoBKoBEhT8teCrNerGTD8ACeXl9SRPImT9jgWDpuVdlYG6jld6qLg+G+4MSXKqOk/JyxFAH/O4riVp6c4QGOghZAWJiBNUBuoZ6Lod31P3rnnQb8xRM7JU6fVktSiRGWXqkAN2aLftR1S/OqvK5m0VdczbhmE7SSR4Dge4DgKiag/vG26JbSAw0CmioiskCzvl50pBomGJwgD/dkEqiwRcsFxdIKBDGHZI28pFA0VRZHRFBcXl1jAJFWK4LgSyWCKhAqOGyZtyCT0LCDjuQkKjklQgXFnmG/2f53kcD1vSb6Zdd7FF5e/mq51gDzb5BzIyYYc8Kvo6XSaVCrFQw89xI9+9CPq6upIJpPs2rVryqowMzHTjVUA4vF45RdEmN0+5bAIA+RiJALj7Cz1wAgiNArzQ5IkJiYmeO2114hGo+zYsQNd1+d02R2Yfhe24zgcPXq0UlG50BvhlQTIgm3wo8GTeMAb65tYGVbpyneTUfzwVaXFKgEyVfKrhrVyjCHX/7PpSrySHqRaqyagxwgrIer0OiZsv1Jplec/BiSNvpJfaQwrUV6eOE1EidKmJwjJYYpOkSHDbwStlqoZKa9FmVATdORPISOTVBPElVoy9hjD5V1zYkqcAaMfD4/qgEbK1Fge2IjnmgyUlwgyrQgBPUMkXGRsIkrEq0GiSEgNAv60BAeJeKhIygijOgnCIX9al2vFSEYmsByZTC5JODKBJIEq2YQCEjkzQUg1mDAhoRexnQiep2JLeXTVxXNj2BhIhEhbaf5x5J8IeQla1Sa2OFtQlWsXNRZCgDybqqrU1tZSW1vL97//fe655x48zyOVSvGNb3zjigPkTDdWAf/f+1xumiIC5FUgAuPsiMAoCNdGb28vhw4dOm89RUVR5nTv4Ol0YRcKBV599VVkWWbHjh0XHT6/kgB5PDfEZD11uGhwODvOusgKNHOCfCiPJPmBQ/FkBs1xkKAuWsNQxg+QKdOvWIaVCD8b6yUkh2jTq6jS0oybE4x7/vB2U7CBzvJcy8nh8bxtsj/Tj+np3BxbzbDVAxQJEgLS/mt3/CCroHAg14njOWyK3kzWHgSy5Qqmfy+qpFN0SxzNd7FMX0ZTYCMpq5vGhEfOAcnTSERLyLJLyVDJ2TLYYUKKQzJcLJ9DRtHHSBthbFMjGcmWvzsSgVAJ29WYKGrIkkdALRHSckwUYwRVGcsB27VQFBvPVcHVKToWQdXBdBw02cJ1VIrkOap1cP+xz7Mxsp7fbHwrscDVn/u30ALkuTzP47bbbpuyKcpMXenGKrlcjuXLl+O6Llu2bOFzn/scmzZtmvH1JxuVRICcQ6eLNQSU2e/1OlsiMC4sIiwKC1UikbjgFoCqql7TCuTg4CAHDx6kpaWFdevWXTIAXEmAPJEbrPx5yPCHmjVF56BtEcqHadODJIigeBKjUnkOYXkIPyhpDJT86mRCi0BxlKJrcSI3QV/RZaPejqlkKHoGIfnM/Mix8vzIRr2a/nJ1M2N79BQ8Vqqt2LL/GkJSkP5yVbI52ERnuUGn5Dp0FvOsDK/F9fxgL6PQV+7wrlKr6C4vdt4ebCOgqDheDw2BZk4VTwLQoDeSwg+0/eMxqsMWkXAO2wyhhk3CAYuiE8WwIVVwiag6gaB/344XIqIb5IpJVNkiHMz53dyOhGcn8KQiumowXpSJaGDZITQ1T9EK4wG6UkKWHCxP59XcfvadOMwKvZ3fbn4rzaG6Gf39zYTnefMWIKe7kPiVrKV6tivZWGXdunU89thj3HTTTUxMTPClL32JHTt2cOjQIVpbW2d0/cnvrwiQS4AIjAuLCIxXrpTXkd3ZNbC5xbmbu7fUJRKJC1Ya53oI+2Lnc12Xjo4O+vr6pr1c0BVVILN+gIyrIcbK1URV9t/oDcfhZyP9OEi8vnYFcWmCzkIvY6YfNJtCtZzM+8+3y6EyJAfoK47h4pF3ZE4aFutj7UiS5u9Uo8YYs/yqZEKNVwJkzi5iey49Vp4SFuujq0hqAQ7n/Td9VTrzljxqpvDwGDZSnCgUWR5aTa2mc7S87mSNVlMJqUgyR/OdBKQA9VqEsByj6OawlQw4oHoadQkTR7LJ5utQynM/bVtDDWRQZI+QpGK5HrlcnFgoR1ArIckOmp4hW4qiGzXogQlyJZ1EeALXg5FMnJhuoSklHFmiZCawPYtIoIjjalhWGFnLo0gelqtzrHSMz53qolFt5B0Nb2Zzcu2M/h6nY74rkAt1IfHt27ezffv2yuc7duxgw4YNfO1rX+Ozn/3stM9jWRb/+3//b7773e+KALnYiLC48IjAKCw1VyNAmqY55bFisci+fftwXZft27dP+031yiqQfoWvMZgkXa5GFmz/fqrQGcUAJNKWw2vpNKujbVSpATJ2gfBZu9KMGGkAWkK1HM/5lUC3PDh+KpfieDZFQ7CJVr2arN2B5dmY5UXFdUmjzxgFoFZO0OOOcjg3wNrwcqqV5UQ1j6HyouW1WjXD5UXPG/V6JgpddBX7kVlBTG4nqkLa9gNuQArQW15rMq7G2Jc9jiap3BC9mSHTn6NZrzTR7fmVyDXJeo4XThJwW5BsGUf3Hy+WogTDGUIqZHI1hAMejjKOZSaIBLNAkdF8kKgSxHFNQCIcMpBkh7FCBM1RCUezBIB0KYiKRrC8f7dpJzA9i6BSwnQ9eq0uvt77JNH+BG+q2cpb63fMWcON67oX3CXmWpjuXtiz7cKezcYqkzRN45ZbbuHEiRMzuvaTTz7JN77xDW677TYRIBc6ERgXFhEWhaXkYm/aqqrO+RzIswPpyMgI+/fvp6GhgQ0bNsxoh5uZBkjHczmV95tRQuqZ/Yx78+WwFowzWirv3GL4gUchwE+HBokoYdaEIjTq1ZQcg9FyVTJ01v7X467/nNZQLSfyQ/QWJ4grCfJmnA2x6sryPM3Bek4W/KAnl+dc4kkMGGNM2Hma9VpcL84yvZ6QQiVAGuUAKnsyfaVh8k6ROq0aSdJp1VcRkF1OFLsASKhVDBppLM8mZZUYKFmsiqzHsvyF1yVPYri8SHrWTaMGAiTVZeieghsaxAFcV0HRc7iqy0QxhOSoRFQZZA9N8ZD1CUqORL4QJxrOIkkQlHUUPUO6EEIBgpqFpppYtoptRVADWcISOE4Yz1VxywuWp5wh/ufwv/F/hp9jS3wj72755XLTz5Wb7wrkpX6WPc+bkwrklW6scu69HjhwgLe97W0zuvYtt9zC5z//eW6//XYRIBcSERYXFhEWhevV1ejCdl0X13U5ceIE3d3dbNq0iebm5is610zurSs3xtpIG/3GMFY5eMbRyXh+Z7Km+vPWg7LKQDENQLgcNPOOxctjI4ybJm+obacmkOVkvo9iuXpZHYgxWh4Sj6hnVSrNDBnbYKBo0VeyuTGxishZncgp139Ok15NX3l4O6HGOJTrot+ADZHlLNfXMG4N0Fvyq0wtwUY6i371tFpLcCTfxaABGyMraQusZdDsYrh8rrAcoqfUh4PLhJVn0Byn0WuiMZ6go+Av49IWauNEsZOCUWRVaDVht46kFkSTJE6UlxHSiUM4hWHrpLIB6pLlxcidGLFoFs+VGZwIURU2kSSIBA1/jUo3QLZkoHoaejCL66jkDQ0kj5CewXPCuHgUHY+I4pF30zw38SK/SL/GyvBy7mr8JdpjV7Yb3HxtoTi5IP+1mAMJM99Y5TOf+Qy33347q1evJp1O88UvfpHu7m7e9773zei6ZzfdiAA5T0RYXFhEWJydYu5MRUbMQVz8rsYQtmVZvPjii1iWxfbt2694GG+mFcijE6P83/5BFAlqq1Ra3DiBgELG9gNkxvbXdWwJVXM851fnTNevvtYGooyUq5J5x+OV0XEa9Rp0KUJcDVOvJysBsuD450tqEYYNf/5jXI3Q5Y3xSnqQ1mAttUobNbrG0UJn+dh4JUDmyp3YIVnnaK4XB5d1kWXEZYm0M0jwrAadCdu/p6AUoCN/GsuzWRlsI6RqGK5Js97IsUKXfw9anAFzjAFpnKAVpVZbgSZZ5Bz/HHgSI2aKcSvNqCnTqDeyPLiagVIPWtgi64CiOFTHPUw3QDarEAm4BDWQZJdYQMORTCayUWRPJhHzvx+aEcJDIlcKEdJL2KiENAfTiIBn46gmuqRhuy6S5GE4Hqpicqx4nM+e6qJOq+Ft9Tt4Y+1N0/67hvmrQE7+TE4nQM7FHMiZbqySSqW47777GBwcpKqqiq1bt/Lcc8+xcePGGV+7WCwSCoVEgLwWRFhcWERYnJ2zw6KwuF2sUjPXy/gUCgXS6TRNTU1s3bp1VnPUZhogj2X8UKh4Mi+MDeMCO+qauCFYRV+2j4FyV3b0rAriYNF/rDGYqATIrOUHTVXS+fehfjRJYVUoSZOSZ9BO01vwh8Sb9GpSpj9kXHL94eeorNNXHMfF4wZpGRjVtOpaJagGpQC9Rf8+W4P1dOTPbJX4WqYHRZKpknXqtXosr0S/4R+7LNRIR97fqzugBDiQ7SIga7TqERJKgoyTob+8LmXQC9BV9KuSjYE6ZEmnVW9HxuFU0R9abw+1cbzgz5vcEFmNh4PhdtEaaq0E0g01TfQZw2DUM2HkiZQDYyQAnmxgGlWYboGA6qGoRRSgWEwSVj08KYMke1g4qE4ElCKGpSDJLpLrgVIkawWJqRIDVj/f6v3f/MPAT7gtsZG7mt+EftYUhIuZrwA5+QvXpa7teR6FQmHOdqKZycYqf/EXf8Ff/MVfzPqanudVltgSAXKOibC4sIiwODsiLF6fVFXFsqxZn8fzPE6ePElXVxe6rnPjjTfOenhRURQ8z5v2VnkdE36AqpICDJaHrbOWxYGRQerkMNWRILWxQGXnnSotXKkqauVObRnoLfpzEmuCUU4X01iey/FMhs68ybpAI7VVQU4V+ird3ZIn0Vua3JKwhqPlphvb8xh1SqTyBjFTZ01sJboCB3J+VVKRzgSQ/vLz6wIJXs34we51ydVE5Cw9pdO4lWK/P5cS/A7xFydOIiGxJb6RcWeMrJOn2kvQK/lNPHE1ytF8FwAbo6tYEVxJT6mHvFOqnG/YTDFijRORQ0CIkByi5Bjk3QIOFo6SZnlVA5KnkrJGsD0NVzZAzlDKRsAFxVZwUAgEM3hAvhhEJYAWNJDVLOl8iKAio0gysmaQNwPoSNhk8FyVom3heGl+Mv4SPxl/lTWh5dzd9su0hi6+1vJCDpCGYWDb9pwMYc+HyX9zn//85xkcHBQBci71lRJoC3SP9KUeFEGExdkQQVE4m6Ios9ojF/zFjl977TWKxSLr16+nu7t7TuamTb5BT2e+WaFQ4MCo32XclKhiMOXPIRwsL8odlwN0ZDJ0ZGBNrJpNkXbCmsQLph/mcuW5jq3hKnoKfoCcXJE8KKuVxzxP4edDw0TVCHI4SJNehYREb8n/uiafeavtK/pD1o1KjF4rwwvjg9wYW0aztpygajNo+M9p0mvoK68/WaPFGSilARg185wsDNOiN+F5OgEpQF0gyelyVbJJryNldePhkXUsTuTStGpNuC4gSyiSxOnyvMqEEuVwtgsXl5XBVoKyhi6ladBr6Sp3djfodezPnkCXA2yMbOK04Vc8V4bbOFHoAWB5sAUlpJJ3dEq2iRvJgeTh2jKFkoRKHAIZQqoOag7PCTCSVamOG0iygesqpIsBYgEJWS3i2mGKtkdANfEkyJkuAUnlkH2Cjx0+RVOwnl11W9lZv/m8v/P5HMJWFOWSP+P5vF/NnqsK5LU2GSD7+/s5cOCACJBLjQiKwuWIsChMutQQ9mzmQKZSKfbt20cymWT79u1ks9k5m1M53QA5MjLC3tdeIe2a5ef5x8a1YGVYWinvex2UVU5mUxzPetxa00oNDbTEggyZaQCqA9FKWBw1/ecuC1fTkfVDmz25w7Un8e+Dp3Hx2CBFaQ1WMShNMFbeHrFJT9JX8udHhqQzm04Mm1kGjAmag0kkQqyP1KJJUiVA5srzNUNygO5iuaNcCfLyRC8RJUx1uJ6MXWLCyVaqiCoK3QU/KBYdix4nR6PawIpQNUfyxwFoDNaRynX5x8saB7PdhGSdiFJFXMmRcTIY5WF4wzXpN8YYM0qsiqzEO1P+xPBs+ssd5jdE1pJzMvQa/dRLNRAZxcUkn0mAbBOJAI5KMm5guxJGMYyHRyLs33epFMOTHIJ6CQkJx4qhKxaeUsSzgpQck57cAN8s/B++2/ssWxJr+U9tbyahhSs/F/NVgZzO/EdJkgiHw9forubW5Pf1U5/6FLquiwC5WImgKFyOCIrClbrSZXw8z6Orq4sTJ06wdu1a2trakCRpWlsZTtfZAfJi93Dy5Ek6OzvRltWD33RM1vJDWEs4TmbCDyvF8h7WbZEEx7L+EHDJsejKZnAcicGixY21bYRlHUWS0WWV/kIagKh2pqllvBzamgJRjtn+eQhHOJgbplaOgymRUHVC1pmAkSsH22otwkC56aYuEOO1zGn6SlnWR5pYG1pJycvRUw6Ny0L1HM37FdVAuaqZd0ocy48yajrcGF1DsdwcszzcyPG8H+qSSpQRJ8egkSKqRLDdGCvDNWQt/1gNle5yh7cuB3gxfRJJgptiG0hZ/utp05voKvnHmI4/b3JlaDkJNcihwrHyMc3sz/nhtE1uxZVs8CRiaphAwqLkmmhelIKloSgmiuISVAK4Wg7XTJAxS0TDBZA8cIKYlo6qZ5EkD8mOYUkSgUAJHAXHs8mZLs8Ov8q/j7zGcq2B/9h8O+o8BsjpLiI+H13ic6m6uhoQcyAXPBEUhcsRQVGYDUmSKvP/Jl1JBdKyLA4cOEAmk+F1r3sdyWRyVue7mMk33wsFSMuy2L9/P7lcjm3btvGvoz20R6royqfoK/iNMZHJRgwPRsqd0/HAmf8G9RX8amFtMMLpwgSvjAyzPJJEtRPcWFtHrzFKbzGF4fgBO6kESZcDpF0wKufpN/zz1EeTHM4MIVlQFw7TisuIl2HIzfl7bmsxRq2pTTdBWeN4fhjbc9kQa6ZB04lqU+dH9pWHxxsDyUoAtTyJI9kUy0OtRKQYCkM4OIyXQ2VY1uksDGJ5DmNmmMFSlrXR1URUiYM5f0HpRr2WUasbPCg6NqcKE6wKLyeqhgE/QFYWTy/20aw3UaU2k1AD2O6ZxeJLrk2/O0atVsPyYCNH8uXlg8KNHPG6CMghauQ6BtQBkDwM8oR1FdeMgOxQMCEczmLbCqoXxZYMUA1cO4Di+QHUxCQgBbE8k05zkD8/9RRBN8CNJ7r4Xev1NNXWo2nXZnvh6VQgc7nckgiQ4P+iJgLkArHUg6IIibMjQqJwLc008E1MTLBv3z6i0Sg7duwgEJjaLTu5duN0G18uRZKkC3ZiZ7NZXn31VSKRCDt27EDTNF49OMiJ/gKbapuJhjQGrQkcz39eUzjGQMFvlpl8rFYPM1Lyw5xSvs+QrNKbn8DxPDIll47RAmsSjQSlIDFVp0GNVAKkHNahkKM5mKCv3MkdlP0A4yFxwsyTtkqs1evRsMjKBfIF/3oy0JX3m1yWh2o4Wt49R0HmUHYMPGgP17AmuApXKnK84Dfl1AYSlQBplLu6e4tjjBg5AnKSTdFaTpbnKraFGjic8+cwxtUIPd4YB7OnWRFuojHQTkC2GSjPwdQljVMFPzCOmzlO5odo0Btp0RMcK/jrRLboDXSX51MqwQYytsmq0Cost8Spon9/qqTw4sQxIkqIdeEm+g2/mmp7DhkyeJLE6tAKTM2hyzwNioVbiiJJFp4ZQVIMHIo42ChmFMmTcbUstisTIIzrgSyDJbsomothwgveKV461U1tR4SdwTVsrV9NdXU18Xj8qlUnp7sG5HxsY3g1SJIkAuS1tNRDIoigOFsiKAoLwXQDpOd59PT0cOzYMVatWsWKFSsuGBAn31jnIkDC+Uv59Pf3c+jQIdrb21m9enXlGsfS/vCr4qk83+OHodrGBLcml6GqUiVAjht+iGsMxSsBcqI85L0smuTYhB/sSuWqY9awOZbuJyDLNAWgRYkwLBc5XZ7fWB+MVQJk2vLXd2wJJegtV0FVWeVgMY2Exy3V1awlgmGX6C7vbW3kzzQw9ZUXN28LV9NZGKOzAFsSy1iht2NTJFcOryFZ41TBD2crwg0czw+Rdwzydg1jJZk2pQHZ88Os5EmcLvrfm4QaobMwhIvHilADthNidaiGgAwHy/Mjm/QaxqwcA8Y4CTWG50VZFa5Bks78HSiSyriVYdzKsDa8nBaaSZMmrITxGCfnFCm4DinLYHV4JbqscKBc9XQ8OFnqZ1W4jYAkc5I+8Gw8z0Kx46RLJaJRwJFAy1EoBghqEg4uqAa2paNIDoqnYUgOigKe6jGi5Piu9xr/c+AYa3oT3OG1Ul9VQ3V1NdXV1YRCoTmrBk53DmQ4HF4SFUgQQ9hzToRE4XJESBQWkgsNYU9nDqRt2xw8eJBUKsXWrVsr86IuZPKNdTrzxKbj7J1tOjo66Ovr4+abb6a+vr5yjOt5HC8HyGB5FxhNknltyB8avq2hhSY7Rm00yHB5Ee/J4xQkTufTgN90M2lyGLwxHGOgmMN0XUZsl76SzQ3JFmIhmTE7M9mojS4pleab2kC0EiAzjj/U2xhM8Mq4H2xvq1rGpkCSUStF3nXBgmovyGh5nmLYPRNO0laRU4VRYkqQqkCEtaF2NMXlQPZ0+XWcqQCPmjlsXAbsPF2pLG2hFpqD0Up4aw3Vksr6FcqgrHOyMEy/kWJdpIW1oVUMm8P0nbVE0MnCAIZr0VOQKToWqyIrAZMT5SaaJr2Go3n/fA1yAsfTaAzU4eFwLH8aD48BY5ycY7A82IbkOQwYY3h4nCj00RyspyZQS0QJoHoyRwrdRKJQq9STsS2KrkwwaCE5IZA8HFPH8SxkDTwXVMnDdCCoKFi4eIpJUZF4WSlySBqnsZjkDb0t1B5X0HW9EiarqqpmNdw93TmQi7UD+0JEgJxDQ/ko6tKoTouQOAsiIAqL3eUqkJPDxaFQiB07dqDrl/6Zn3xjdRxnTuakybJMqVTi6NGj2LbNjh07zutsPZ2doFgOwUb5tSyLxTmVSQNQsC16CyVkVAYKJdbWNhCRdKr1MDFNpzvnBz/b9Z9br0cYLndv24YfADUkhiYrgIrG3n6/wWVLbZybY614ksv+jB+s3HJID8kq/aY/P7IhGGWg5IfKcbPE8dwoNYEwdcEgm6IJVFlmdMIPhRmzvFMNCp0FvyLaFq7mYGaA7gLckljGmuAKss5EZamg+kDizFxJJcYpJ0VnYZSIGkLyEqyJVFMs37+GQmfRH46u1xIczfn3vSbchCLLROQIMTXIoZwfDpuDtRzMdnMwe5qNseU0662okosuK4B//YCkc6Q8ZL4lvpqgEqWz0EtdoJqxfA/HC31siKwgKLvUh2tRJYnDeX+9y7ZgA1m7xLrICkaMcYoUKKp5NElhhb6S3uIwBSmHZWnoqgq2hqvlyRsaEV3G8wClhGkECamAZGC4Lt3SCD1eiupYjJv1Zn6JJJ2dnRw6dIhYLFYJlDMd7p7JHMiloFgsigB5vRIBcXZESBSWsskAeaEh597eXo4cOcKKFStYtWrVtIbjZFlGkqQ568T2PI+DBw9SW1vLDTfccME37o7UaOXPI0U/+FUFQ1AOkAN5f/g6rgbwkOgYHWc0VyRlWGxsbaK2KsLJ/BhDxfK+1ZFYJUCOloe+2+M1HM/415ncZzsZCPLKqF9VfF1NM2tDLWiqy5DhP2d5pJojWX+o2SmHSl1S6Mz7oas1lOC1tD9/cHOyiRsibRTcAl3lUNgWqqGj3JWdmciABHhwPDtC1jFYHq5GJcTacA1BRWKwvNOOXZ7nKSHRXRhjwi4SKKiMWTnWR9tJBlRezpwEoCGYZMj0nydLCoezfjC+MdbGmvByugt99Bb91x2SA5zID1ByLZJqhJASZG14BaP5EXps/5j6QBWvTJzCxWN1pBXPU9EljZCicyzfi+XZhGWdhBpjXXglfaUBio7FmJVhzMqwPtKOBCiM0aBXc7i86PoNkZWYIYeOfA+SauAWIwRxcT0HJAPLDBCQZRypCK6C5Ck4koUsOQybJj+y0vw7J1kerOOdbTfRQpLx8XEOHDiA67pUVVVNe7h7ukPYS6UCaRiGCJBLlQiIsyMConC9uNScRcdxKtsO2rbN4cOHGR0d5ZZbbqG29uK7gVzIXHRiT865NAyDZcuWsXHjxou+qU8GyJCiMpD3K36Tx1bpQcbKcx298oBzdTDEWMmv8hUMh5eGhknqOslElOaqBEr5MoonMSr53dLJwJnh7f7y8HRbJEna9ANkzrY4MjFCYzBKzva4sXoZMe3M225veX7jimgNR8pbLk5SkenIjlB0bDbFG6hTaqkL6SiSB0V/HmNKtcGBZiVKX7nTWjfhqDUGedgUb2R9eAUpY5x+2/8erIzUczzvB9DGclA8mO1nQ7SZaqWBej3EWLmDPCLrnMj7r6UlWM3+jF9NvCHahiJLeN4wraEaDpSrkq3BWvZne+grjbNarqNNSZCRc1RrcQYN/7VqaOzP9BBWdNqjbXQV+hi3M7SHmjiY66bPGOOG6ApcXFzPI65GOJzzq5L1WhLT8VimN9BvjDBm5ugzRmkIVNMWrOc1TmJ6NiFCyE4QiwIECshWFBmJkmugKDbYUVRJwpSKeC50FHv40qkBEmqUrcl2/tOtt6PbHuPj44yMjHDixAkCgcAlh7unu7D9UqlAJpNJESAXKxEQr5wIh4JwaZOhcTJA5nI59u3bh6Zp7Nixg2AweJkznG+2AdJxHA4dOsTY2BjhcJiamppLVoS6M35DS2s0zvF0eUFu0x96bo7ESBn+0G3G8h9ricQYLwfIVPn/WyJxDg2X950O6LTrSVprq3htYgDLNTDLw9sJSWO4VA5w5e+dDHSX51E2hmK8Oj7Ii0NDrIlXk7DjNGsa45J/7fBZcxZ7C/59r4hWczznh+CArHJwYphTWX/Ye31kGWFV4ZWJcrCKVdGX9q8/4fnhNozC4cwgHrBKqyLhKtTGIgSUM9+zccuvioZkjRP5EUzXRkVm0DBZF1tBRJV4ecKv9lVr0cp2jobn0jExgCLJNAcDtAUb6SsN0X1WVbLbSWE6DlVqGEOVaA82MuHkOFZex1KXNV5Mn8T1PG6IraJQXlIpIgc5WRgk75TQUEhGq2kPNtNdGiCshDha3id8S3wNBaeEgkxYCfLixHFCik6LESMQD3GyOICiw5rgcsakPKPOGKoi+Z3csoep5Ah4OhIKJUx0L0bJUDgwNsofj/8fNiQbeWPDCja3bcZ1XdLpNOPj4xcd7p7uEPZSqUCCmAO5IIlwODsiIArC7EwOOTuOU+lwbmtrY82aNVfcBHOhpXemq1Ao8Oqrr6KqKtu3b2ffvn2XPdfhrhFWKVW0h6qQPImTmXH6cn6VMKz5gU0GBsthMaT6FSVVkjidnTzuTJVpxLEpZQ1qwknyEx6bapsISwGiSoAaOcCE6Qe3CdMPpm2RJF3lADkZdHVZoSuXxnJdqgjQkzVYm2xARyOu6kRVnf5y93ZcO/PfscHyTjbLw0m6C2mGSjm2VLUQp5rlsShF2792dSDMQHmofFWsngNZfyjcMk16yNMznqM5EGd9eDmObFaWAloZaeBgpq983TCnCuO8mu5jVbiOFq2ZsCLRW/BDeFINczznVyWXBat5Oe2H2K2JVdjYFJ0+VoUbKw09raFaDpSbdLYmVmFqBqcKfeXObv9xx4MjuSFag/W0hWrYN+E3+KyNLuNg1j//5vhqTM8iIKnUBpK8MnESF49GvYqwHCGihMg6BSJSgN7CMGsiywjLGq9lu3DxqNFitAbrOZbrp+CV0OwwjiMjyx7R3HIUgiSDAQazWRojQQ6OjnI4NUp77AS/vfxGVtXUUFNTA/jDt+Pj41OGu1VVJRqNUigULjrcnc/nSSQSF/uRXXREgLzGRDicHREOl7icCs4s/7NUFP9Zm4mLVfFkWebYsWOMjY2d1+F8Ja60AjkyMsJrr71GS0sL69atQ5bly+5sU7QsTk9kcD2P2mCEk/1p2pNJkuEQrurhlrfha9RD9Bt+gJxcomdZLEnnRBqAdM4PYy3hKH3leY+262G7HoOZPAeHR1EkiWgkwJbqFrpy43Rl/SpdtR6qBMjJeZQrolUcLc+ZnJz/2JvNcmpiAknyuKGxjmotwrHcMGnLD6J1gQj95b27a/UI3eWdcFJmkYFiDsNxmLBKrIs30xAKMWF2Y3kOruSfX0FiRDbAhdZAjNNmlj4zy2olTp1SSzyo4ZQrqZIn0V2Y3H87wsn8CB6wLtpI3pbZEGknqMiVqmRMPfN+NmGVOJ4fIqLoyJ5OkhAZSpyuVCU1DmV7KTgmDYE4rqdQo8WxXJuO8o45aavIiNGNJofYFK5jvDwPU0OhuzjKmJUlKgep1WrIOyYpK0uVGmNfphNNUrgltpZT6T4cXFJWji6rSJNeS0wJ4uCxL3sKRZLZmlhNyirQHKhlg7yRn5o9pMwSpuHSqMbpHpugLREnZ5TodDL8Zf553tSwnHet2ASArus0NTXR1NSE53nkcjkOHz5MoVDghRdeIBAIUFVVRU1NzZTh7kKhQEtLyyV+2he+yXnRr732mgiQc2miEERh5kM7ggiGgrCQFAoFXNclm82yffv2Odm7d3Ix8ek6e0vCTZs20dzcPOVclwqQJ8bHK13PmXLHdCwQZN9pv8u4LR5nY6iOmAIuMGgUK/Mkq/UQnaQBGC7Pk2yMxioBcqj8/y2xOKOlIo7nMWJY9J/OsiZRTVNQRtdlPM401UzubhPVzgxVj5QDYnusisPpEfBgvGSwf3yU2mCEqBRmTVQmogYYLq9Tmbf91xJXdbrKXeJtkST7UgMcnhhB8hrBCnFjooaC7QfjVdE6OspNO3XhBKdN//5NVaLHmCBgSARQadNrCQcUDpv+sa2h6sq+3wFZJm0VeSXdy7JgDSuCLQQkj1N5//tZq8U4Uf5zg57g+XQXEnBzaBmO5jJhFVkVbmJ/uSpZr1exb6IHGYnbqlaTsjKcLPSzIlTP/mwPJdfC9qC3lGFtpI24ovNSdnLZoTpenDiJjMSWxFomysPwUTXE/lwPJdliZbCJpBZhxOiktzTKpthyThdH2BRbTsk2OZg9zRtrbuD/XfEOAP7D6nU4rsvhsVGe6++lXo/QmUkT0nQGUjma4zH+7XQXXdkMH7px25QdgSRJIhaLEQwGqa2tpbGxccpw98GDB4nH4zz33HOcOnWKTZs2XfTndiYeeeQRvvjFLzI4OMjNN9/MX/3VX3Hbbbdd9Ph//Md/5E/+5E/o6upizZo1fOELX+Btb3vbjK87GSDT6bQIkMLVJYKhICwuQ0NDHDhwAEVRWLdu3ZyER2BG+2FPbkmYz+e5/fbbicWmrq97uQB5fHSs8ue+jF/FmpybGFQVerNZ3IzHxmSSkbTJmuoakqEgDcEoXvm8cUVlolyVnKzSxgM6/eWgObkXtSpJDJcXHU8Gg7w46FfTGsJhNkQaqIuE2ZceYMIyKgGwXgsxXF6WJ6ycGSbvyfnzHxuCMV4c8gPZ7XUt3BJvJe0UOFXu1F4eqWZ/uVN7MihrkszJ3BhFxyZnWRzJpGgL11KnJuiX02Rds9IJXh0Icbq8e83aRCMHJgY5amRY7SRI2jGimsJILu1/3ySF4zl/HmhrsIqecjf4DbEWJDfCxkgzQQVGyksTTa5B6QHjdonuQoraQBIZnYQaJmcXK4uYa5LC/oleck6J5aEGPFchLOuAx8nCEI7n0pkfRpE1GrQ6qrUwo+WqpOfBQGmC3tIYzcFaloVq2V8e+g4rQV6a6KRKi7Im3MixfB8Zp8ip/DAhRedNNTfyB+1vnfIzo8gyN9bVc2OdX2nPmSYvDvbzfH8fpybGcRWJw8Oj/OkL/5eP3/p6tHPmO06uA6koCjUXGO5+5ZVXePnll9m3bx/PP/88v/u7v8tdd93FlXjyySfZvXs3jz76KNu2bePhhx9m165ddHR0XHCk4LnnnuN3fud3ePDBB3nHO97Bd7/7Xd75znfyyiuvcMMNN8zo2pO/CO7YsYNrv+O4sOgVc/q0P4TrUE78XrqYnL239JEjRzhw4AA33HAD4XD4vAXGZ2O6Q9jZbJbnnnsOgO3bt58XHuHyAbJjzA8o9ZEIecufH2hOrgUZT1RCV6EcEEOKxitdgxzpHmOkf4J1gQRb61upC/nhebKpZlk0XrlGZnKuYzSOXe7knrxGfSjMUKHA4ZFxcgWH3ITLxlADUUUnGQhSr58Z+k2Vg2RbJEG6fM7JBc0Bjk6M8cLQEKoVpE5OsiXRSlD2w4sMnMr5gW5VtIZi+fWEy/t99xQmOJQaI1WQWOXVkVAiqCgsD1dz5m9WqvzvmGwxQIkUHv0li1anihY7Utmju0o5c9+W5zBi5nh5vI8T2Rwrg22sDbdwPOdXMKsJ0W36VdKkGmbveDejJYebY2tIqv7f6ZpoU2UnnYQa5uWJHoo2bIquJKn6zSaro81k7SK9pXE8ZNKmyaZIOzfH2+ktTS5wrrN3/ASeF2C5VVMJs0Xb4ER+iKxtsS7SxppICx7w3mW/NKWKeCHRQIC3tLXzsdvv4G92/Rp/fNsb+JXWVaiuzBdf3ItxzkL7F2uimRzufvzxx9m6dSuf+MQneMMb3sDExMQlr38pDz30EPfddx/33nsvGzdu5NFHHyUcDvPYY49d8Pgvf/nL3Hnnnfy3//bf2LBhA5/97GfZsmULf/3Xfz2j6/b395NOp1EUBU3TRAVSEFVC4TJmHAgvvYOJsPAUi0Vee+01HMdh+/btRCIRuru7L7sbzUxMZwh7smHncmtMTrcCWR+NMFTwh2GH8/7/x4Nn/ns3VChXActz1GRgxLKxxkyqgjHGh0usra2hSgsiJyQiZzXfTHZ5JwJnztdbbr5pjsYZLvrDzmmjhON5GKbL4dEhZAnCtUHWanFyqkdXudJXF4zQk/fPOVoesl4eTdBdrkqGNZXDoyN0ZTPU6iFWhxqoDwc5kPEbWiZDI0BfuZO79aztE11g39gIcS1EkBBtwRoGjRQnyp3eK6M1nMj537e2aBWvpPo44eTYEKmnylSJA33ZcZAgKmkcKw+Lr4rWcTw3ykApw+ZECzpRVkcTGLkMY/jhMFCustqey0Apx8n8KM16DSo6EUWn6Jj0lhc8d1yXA9l+0lbBD3yujIqCLEFPcYy8Y3Ao00dCi7Ii1IIieRRsvwJccE3y6AwUcqyJtlCjRXgxfQJP8sCDl9JdfHHjf5oyd3O6lsXj3BXfCPhrfpqOzdnvnNPpwi4Wi2zYsIHf/M3fnPH1J5mmycsvv8z9999feUyWZXbu3MnevXsv+Jy9e/eye/fuKY/t2rWLp556akbX/vGPf8zf/M3fcM899/Af/sN/EAFyKRKBULgkUSEUzpJOp/nFL35BQ0MDGzZsqLwJqqo663Ubz3apIWzXdTl69CgDAwNs3ryZurq6S57rcgHyWDlABstrLkY0jaFyQ8xkUbU5FqU/W94LuzzMvSwRp3vC/3OhXLnEhZc6/eHirc0htlY1EQwovDY+DM6ZBcQbwlGGyouTq+VO9aCs0F1euLwqGIQMuB6cymQYNUpsqKolqgeJhc4MY8c1vTKUXadHKgFydLIKGo5zOp9htFQkqjSTzXtsqG5CRSEoq9To4co+3A3BM9snFsqNMo7r8vPh01iuy201bXiSS09xjLh6Zv7+eLmxKCxrnCiMY7oO4WgNI4Uiq8NNhD2XA8YwSOAWrcrzMnaJYSPHqJEnikZbsIFIUKMj6w/HtwSTnMz7w+ERVWfveBe6rHJrcjXDZpoxcqyPt7A/4y/VE1ICvJTuJa6GuDnewsnympTrY/4xI2aWTbEWcnaBG6LLMS2DjpJ/rbxtcCI3RE0gTmuwigEzzTsatnJT4v9n78+jJEvIOn/4c/fY9z33rKyta+mqrupuGmRRcEAQAZERl1EZR8ZxcFT8qegLqKAvo+IcQB3R2dSjqGdG5Xc8+nJERmdQoKG79i2zKvclMiNj3yPu9v5xb0ZV0bV2VXVXN/E9p05V3rhb3LwV9xPP8n3Gb3rf3KkUUUQR1euW3Q4gbdu+L0bixWIR0zRJp9PXLU+n01y6dOmG22xubt5w/c3Nzbs69jd/8zezvr7OX/3VX/Enf/InQ4B8mDUEwaFuqyEMDnWP8vv9PPLII2Sz2euW3w/j7zvZX7fb5dSpU4Po553UXN4KIIvNNiNKkN3hGIoooYgiI6EQc25au+b6PyZ9/qsA6fpDJnz+AUCu1500aOQaz8v5coVqt8uxXJZ+zeSRRJKAqJCUVHL+qwBZcqOPE+EIsxXnuDvjFFMe36A5x68oPFNwIoBhVWXGn2A0FOBio8hWt0XHdA3LFQ/LbqQy7Q2w2nLOsdLrYFg2W402Z3ttvLLMrkiSkORlrrlNw/W49Isya/qOvU+c0xUHHHTL4mQljyQIjGoiBwM5KkaTJbcTeyaYHEzFCSke+pbJhWaRXf44ITHMuDfEtltLGUVhoeW812lPlMudMrVOiaPaKB787AtEUMWr5umqm4bvWYYblaww5k2iouETVTqmTr7r7Ltl9LjQ2KLcb7EvMIJgSwi2gCDAdq9Bse/8GVGj5OwIik9BEUUsbLb7DVJaBNMS+dfj33yLu+redCdG4s1m84YlGS8VjYyM8HM/93N88zd/M1/84heHAPlCaAiCQ91SQwgc6kWUqqrPgUdwgO9Bp7DL5TKnT58mHo9z4MCB2z6Ab7WvHc1tFZlbc6AsEwngaYmMpAJE0hp1vcd6051K447284kiFRcg3XJAUn7/IOW9Uy+ZDQTI70QxAdOyKTXazBacaN2+kMrj8RH6GMzVHJAKXtN1vdJwYCgXCA4AsurC7EQwzHKjRq3fJyx72Sp12RWN4xdVct4gSY+P0xVn3R3Px6CistioAjAaCFPotekYBputFherJbK+EH487PYnkCyDSy647UgAFt1O7jFfmGdLDig+ER8h5g/TsbuYljVYd8lt4ElrAebdVHdaC7LS7rA3lCXr9fG1yhJ9TPTe1ajkeqNK0WhR73fwSCq7fDn8ssRs0zneqCc6iEp6RIUvlZbxiDJPRHeT71eABvuDOc654xQlQeZr1TViSpADoQyzTWf5I8ERzjXc+d1kaOh9HgmM07G6nK+v8//sfjN++cE9i3eaaG6ldrt9zxHIRCKBJElsuU1WO9ra2iKTydxwm0wmc1fr30w7NdFPPPEE0Wh02ERzP9VtDRtJvmHVlJ//n6GGegj1IFPYtm2ztLTEs88+y/T0NIcOHbpjeIRbRyAvb7npa1liq96iZ5i0231OzeXpVw3sqsmMGsKotZj0+8l6r2lo6TiQlr3mIb/dcmAvfc2yHbjMha421Ww2W5xYyWN2bMSWwKFgCr+gkPT6GAuEqPWdOj3RretUEVhy09vJa85hp2ZTtAW+urrJRrFNwNI4Hs0x5Y+w4PpMTgWjWG4rjOFeC48oMV93Xk95/DyznedSqYJsqOyVYkx5o4PtZ4LxgddkXLs6Xq/S73KilGep2mC7qXMkOM7R8Ahlt9lnxHetEbaADVyqb3OxVgZL49HABLLXidrmpABbhvN+snipG10u1gsYhoho+TgYmCDtubo/xY1Kdi2DfLfBlUaFrJLAI3rwiSrYDKyFKv0Wl5tFit0eM74RZEEF27m2XVNntVPhVG0dCY3XJg7wL5KHeFCybfu2EcidFPa9jjJUVZVjx47xhS98YbDMsiy+8IUv8NRTT91wm6eeeuq69QE+//nP33T9m+naefa/8zu/M4xADjXUEOKGGuq5kiQJXddvv+Jd7K/f72MYBufPn6dcLnP8+HGi0ehd7+uWAFlwADIXDTFfdGCp1nHgLe7zslats1JsEPZo1Lo9dkcDPBJIEAxotMw+miShyg4I+BVlYAO0U9cYVNXBMtUFBgVYcbtqA4pK1zC5uFnEpyi0dJ2nxkbIxANUjS7bbno7q3lYdmsNe6bzXqKahzV3Wk74mjnb89Uqm+0WeyMxYrafbNSP5p6jhMB8w005h2KcqzjRvB1QFYH5dp2mqbNXihOwfOwJJVFVicsN51oV3TGMMdU72NfuUILTlS3W2nWOxXKMK0liHo2WC8I+UWG24Rxrlz/GvBuhNCybC5UKCdHPaCBGp2tT1tsoXg+0W2DDYm2bKjpnyz0kUWLMlyauephzJ9yMe6NccaOSqijzz8VlNFHm8ehuCn3nOu8PZTlfz+/cEXytvEpM9jMi+MgbzjXe7U9xobHBD0+8+pZjL+9VO1+0bgWQnU4Hy7LuSwr7/e9/Pz/4gz/I8ePHeeKJJ/jEJz5Bq9XiPe95DwA/8AM/wMjICB/72McA+Imf+Ale+9rX8pu/+Zu85S1v4c/+7M945pln+P3f//27PvbOe/y+7/u+IUAO9RLWEPyGGuqedbMHqyRJdLvd+3YcURTp9Xp85StfGczU1rTnl6G5FUDOuRHIsBsFkwSB9arbSOLWKMZ9XkpuB7Zh2SzkS0zHIyyUqiiSiBaXeCKdQ1ZEns3nnWkv7rUYi4S5sO3AzaCeUlXZcNPgO7ZBY6EQKy5otvsGp7e2iHg82NgcCsWRLYOyYtLQ+4NI5HggRMU9TtOtX8z6AuRd8/KgqjFbLbPebJLy+kgJQfbFY+T1JvP1Mto19j9Lbnp7JhRnrr6TUteYrZVZbzcY9YcYVxLk/L6Bv+RkIMqJ8oa7h6v2PkutCqVeh44RoNBpsy+SI+n18HTZGUUYVr3gMCh1tyO6bPU4Uy/SMnWORMawBAtFkJgMxJhrOCUGE2qIuX6VK80SkhKhawrsD4wQ0lRW3Lnbiuu32bMMtrpN5pplRr0x/IKfkOyhbnRp7hzT6KCKIhWjx95AjpCs8Vh4nOPRyRveK/dLO/firQCy5Uat78cs7O/+7u9me3ubD3/4w2xubnLkyBE+97nPDRplVlZWrkunv/KVr+Qzn/kMH/zgB/mFX/gFdu/ezWc/+9m79oC8Vo8//vgQIId6gTSEvaGGemglCMJzPB/vdxNNu92mVCoxPj4+GEn4fHUzgNRNk6WSAx477yYbCbJWcUCu7y7MhoMDgKy69XoRnxdKVXTT4vxagWavz7HxLFITDqYSBFQPYlwgqDp1jZIgsFJ1omFe970IwHK1CkDM4xkAZL7h1F2OBYOc3d6m1u0x6vHQ7Rk8kcthS1Dot5Dc/WiixII7TjHrvwqQFRdYR/xB1l1D8/FAmMuFKjGPD9WW2R9OoNsWV+oOFIausRna7DgQM+ILsOY24sQ1L5uNLjOhJH7BQ0z10dS7XHahcyYYH0Qqc94QG+0m5yoFDtgpREPlcDiGYTg2OUnNz7y77pjoZ9lNX4PIiVKegKyRUiIYPlhoFzEVCfrOdStYXTqWwaXaFhYiUTnIqDc0aLoZ9USYcw3NNVHhn4pLKILE47EZqkYTwRaY9ERY7Dm/f8O2+HJphf989N3PuU/ut0zTRBCEW0Y5W60WkiThuaYp6170vve9j/e97303fO0f//Efn7PsXe96F+9617vuy7HBMfsfPtWHul5D0BtqqKFwaiDvRxONbdtcuXKFjY0N/H4/+/fvv+d93qyJZqnoACBAo+tEpYLy1ahQ2YVFbWDvI1N2Rx3uAGcuHGSj5sBZ3zTRTYt+3+TZvNOscTiX5kAwQSLoI99tsVCt0HfhezwcZtlNZVfdv6OqSqHtpFQHKW9BYLPXw7LBNuHEupO69SdUjseyeBSZZ4pOetZwm30CijKIVGb8/gFAll17H48k8+U1J3r4ZCZHMOhBF0zKbsNOQtYG0Jj1XR3N2HIjnflWk6VGDdOyeUV6nJ5tsNAqXQegO/6UQVlltlbEsC3ausGlepGkJ8j+QBpNLLLaqSJew1J5d5a3ZVt8ubhK1zQ4FM6hSTJxtUvaE+BC3Wny2B/JcrKaZ8voEGzJbFs9JuQIKbysU8fCwuNa6Oi2SaXf4WKjSEoLEcRHWGhTs3uYNhyNjHIkMvqc++R+a6eB5nYA6fP57umL08Mi27ZRFGXYRPOS0b00aQwbOoYaaqi71P2IQO6YHufzeWZmZpDl+/MZc7MI5Mp2leMjOfanE9RdgOy5UbtU0E/DhcWu7oBxJnS1oaHcckAsGbhqI5SvO5AV9V1tclkqV5nbKNFrmyyulPG2BZS+wBPpHGOBwOCh2nBhIqFd7cTecKOTY8Eghn399JqE18tsscTJtS36XROhDQcDSXyiQsbnZyoUwXS32bEECqkaS253d9Z/tbau1OlwcmuLrWqbzXKHvXKMSTmIz01x76THg4rKFbfpZiYcQ7csLGy6hsGzhU3qLQOrL3AknGPaHx2Yns+EYgOw9cqOh+V2t83lWoXFapMpLYVkyMRlH1P+2MCXck8oRdedlqOKMs8UN9hu9gkKfg4FR/CIMmV3Go+EQEk2nFnlZoeTjSKKITNjhSm6IJzzhLjoekz6JJVnmlsU+yaPBadRBYUfHH8FL4TuxES82Wzel/T1wyBBEPilX/qlYQTyvqopgzm8pEMNNdRLSw8ihV2v1zl58iTBYJCnnnqKcrl8x7Owb6ebmZKfX9ri9MUN0hE/1WqLhFcm648RD9poqkTPNKh1euRdj0e/m47WJIm16vXNMjGfl2LTibjtWPlcG53UXWPumM/Har3JaiPPZNCLvyexL5fCFC38qorf44FGE58ss+XWNwo7tkFcTXmPhoIUO25avdujb1q0ewYXt91U8miM44kcTb07mIIzFYpwuugAVNeNFgcVlUU3/T0WCnGisMlsvcaU14/REziayCIKAmFZYyoU4VTpensXEZh3O7UnghGeLTrR0ceTOR4JaCiyMOj6vraBZ9QXHkzSCcgqJ/tlhD7sDWQJhXzMt4u03VngIsLAQiikaHyluIZpW+wJxPGKCnv8CpokDqbs7A+nOVFZpw8oPj9rjQIZ0U+oLVARJTqY+AQHZG2gYfQxbZsn4pPPuUcehO7EA/J+dGA/TPrSl740jEAONdRQQw31XN2LD+T6+jpPP/00o6OjHD161El33cEowzvVzSKQl/MObGk4x6l3DC6tFDl9cQO9YdLZ6rHHG2XcF+L4SA6PJOGRRMaioYHnYc2NXOYiVyN6hYZTy5cKXAWATTc6eW3Esm5adAwLU7c4s1RgI9+g1zQ5HElyLJkh40agbBdcMx4PDbfppr0zVlGWWXKhMnFN5HO5WuPk6iZCX0ToChyJpIkqHqKaB0UQma85QDZ9TaRyJ53vEUVWu236lollwbP5TZpNg4Dt4VgkR0bzc8Xdfnc4PrAcil1Tr1fudThX3uZKucrlUo0D/ixPJcbR3d9pxns1utZz4VoAzpYLPLu9ic/yIpsKh0JZDoZTA1ugXcEYphvN9Csap8qbXKiUEC2FI6ExRj0RCl13wg8iK10H4JuCxRW6dE2RGSFGvdFCsCGGysX6Fu8ePfKc++NB6U4ikO12G5/P90C7wV9I/eVf/uVLDyB/53d+h8nJSTweD08++SRf/epXb7n+//yf/5N9+/bh8Xg4dOgQf/u3f3vd67Zt8+EPf5hsNovX6+UNb3gDly9ffpBvYaihhnoIdb8/W17qej4+kJZlceHCBS5dusSRI0eum2d9P5tyrvWju1aX1pz5zH7XVzEZ8tFwLXy6Lqh5FZnzC1ucvrTB2lodq2KRlf08lkrz+EgORRTRZAnNTbcHNZW8G3UU3cK+uN9LoelAZc9Ni0e8GiX3WDvNMCGPxpXtMhfWi/S6JoVCi6zow2MIzHh9TFxjYVRyo5JxSRoAYKvn7C/l87HhmpiHNI1WX+dsfpuL+SL1ao9jkSyHokmmQ5GBfY8sCMzXnOjguO9qyvxafjlV2OTZ/CZR0U9aCvB4NEdCuwqtO807KY9v4C85E47RNnTOlgs0ewZGT+RgIItkS3hEiYjqYbbmdFnvCcapuKCY8wc5WylwaruAaCocDubYH0xRcms0NUFiru5sl9L8nChv8ExxA9VWwZQ5Ehrl0UiOqu7sb08oQdcy0G0LXyDAotnBY2uMiEEmxADa3BbPPPMMi4uL1Gq150TY76fuxET85ZTCBqeb/CUFkH/+53/O+9//fn7xF3+REydO8Oijj/LGN76RQqFww/W/9KUv8T3f8z388A//MCdPnuTtb387b3/72zl37txgnV//9V/nU5/6FJ/+9Kd5+umn8fv9vPGNb7yv9hVDDTXUw60H8dnyUtfdAl+32+WrX/0q1WqVp5566jnzrG81C/v5nNu1+7Jtm6dPnqHW7rkrOPCXjFx9YG9WHAj0qk6qM+hV2W448NLtG5yb36JSbHPlShFqFmpP4Fg6y9FMhrFIGFEQBnWSI5GrBuLbLkiOhK8uK7rm4+OR8KA5Zyey6UVgrlhnqdSh2zTISQFekcyRC4aIaBrxsGOsLQqw4EYio9fUju7Y/IyGQm7KW8Cy4cTqFstbdWqNPo/FMjyVGkFwrXhk8RpPyJ1IYyRG04Vqn6ywUKvyTH6T+WKNUTnMq+PjeAUZwXY6vXe0E3GUBIHLtTI9y6TR6/Pl/DqWLvJoKMuBUBrFFgbjCgG2Og6M+iWFc5UCJ0ubNHsmpbbOkdAox2Ijg9rMcf/V6+aTVJaaVZ4p5ql3Dfb5MxwKZgfzumXEQRrdsC0u6nXePHWEV7/qVYyMjNBqtTh9+jRf/OIXOXfuHPl8np4L5vdLdxKBvB9zsB823TVA/sM//MNNX/u93/u9ezqZ2+k//af/xI/8yI/wnve8h0ceeYRPf/rT+Hw+/vt//+83XP+Tn/wkb3rTm/iZn/kZ9u/fz0c/+lEee+wxfvu3fxtwPnQ+8YlP8MEPfpC3ve1tHD58mD/6oz9iY2ODz372sw/0vQw11FAPj+73Z8tLTTdKq+0A5J1EbsrlMl/60pfw+/08+eSTN5xnfT8jkNemsHVd59lnn+XM/Org9a2qAyset9s6FvBSaTngtdNAMxK9BgLrrcF6ALZlc2GlwJnLeXpNnfxqjbil4TMlHs/liKgqIUXGJ4mDzu4dj8mAIg/qKXcMyTVJYrni1Adq4lV/xZVqnUKjhaFbXFwp0qz0EfrwWCLN4+ksiguOO78BryCwWHEAMHGNh+a26zE4GYmwXK1xeqNAr2dhtG0e8SfQLIm04mEmEqPhRjr914xZXHUbcSaCYbbaLdabDbq6yXyxRkL040NlfyhBUFaYc6Oa+yKJwaztuBvx7ZkmG60mp7cLSLqIYIgcjmTYE4wP5nfviSQGKe645qXa7/JsMU+x3SMph3gsPDowVg/IKhdrzpe4EW+Qi/VtzlcLdA2TjUaHQ4ERnoiNUXcn6kyoQWzgO8cOomka2WyWgwcP8upXv5pHH30Un8/H+vo6//zP/8xXv/pVrly5QqVSuecvNt+INZDwPABy50Pz2gkFxWKRt771rXzgAx+4ryd3rXa6+d7whjcMlomiyBve8Aa+/OUv33CbL3/5y9etD/DGN75xsP7i4iKbm5vXrRMOh3nyySdvuk+AXq9HvV6/7s9QQw31cOnr/4/eLOrwID5bXg7a6Zi+FfRdO5JwZmaGgwcP3vRBugN99yOVuLOvZrM5uOZSJAVAxOeh3HSiU4Nu62vqGTerTiTS53ZHq6JA3l22c2Yj8RDtvvOM67j7SAUDXF4vcWpug4WFLTplg0ciKQ7FUxzLZggHgqiiSEJTBvsp1Jxnw0Q0NGg8ETWnrnA8Gh50he+sH/JonNvY5sxKAbtro9cMdnnCRD1+9kZjzMTj7KBO0X3uRBRl4DcZv6ZmcbPVwrAseqbFmWKFYqNPSvLzeDTHgUiSLTc9PRkMU3Cn4ySvAf+dCJ9p2fzz+hqXCmX2+pIcCKQ5HE7jueb3vGMplPB4uezOAU9LGqfK25wubBOWfBwOZTkcydBz62olhMFYxaTmY7ZWYqvboqXrnC5uk1OjHI+MElOdc8r4rv4OFVGmbeqcLG+Sb3UIiX6OhkbRTZvXhscIKdd7LQqCQDgcZnp6muPHj/PqV7+aiYkJ+v0+58+f54tf/CJnzpxhfX2djtvIdDe60wjkNzxA/sM//AN/9Vd/xeOPP86FCxf4m7/5Gw4ePEi9XufUqVMP4BQdFYtFTNMcOK3vKJ1Os7m5ecNtNjc3b7n+zt93s0+Aj33sY4TD4cGfsbGxu34/Qw011HMlt0Tk5j3+aTkfa2NjY9f9P90Z6/X1ehCfLS8H7TwQbwaQhmFw+vRpFhcXefzxxxkfH79lg4AkSdi2fd8A0jRNvvKVr5BOpzl27BiNeo9jE1keySXJRAJIosCWm7b2qA4MR/1eSi5c9g03CuZT2DmlopvSTuw0ywiwVnI7iz1O6lsSoNTRd17mwnKBy8tFLl7ZRmzajIcSPJZKcyAWHQCs4Xo1SoIwiETG/VdhbSdiORm9mrpt9HXHJ9KCZxc3mV+roBky+wIxjqcyeL0+RCBzzRztgus9mfb5WHfNyxPXvL7aaHAiv0mrrVOp9jgcTDEdjJLyOOdS3AFJj29gZD4Vjgy60HXT5lRhiwtbRVZLLQ4HMrwqMUbLhe3JYISrv92r98JivcrpYoH1epPFSp3DoSxPJcboGM52E8HIYK636pYfrLXqLDXqrDfa7PIkkG2ZhOononi4UHUMxcd9YS43SpR6HVqGwVynyVviu7idFEUhnU7zyCOP8KpXvYrHHnuMUCjE1tYWX/nKV/jKV77C5cuXKZVKdxQ1v5MayJdjCvuuPWde+cpXcurUKX70R3+Uxx57DMuy+OhHP8rP/uzPvmy6i26nn//5n+f973//4Od6vc7Y2BhyS0Q0X1JlpUMNdd9ldR+O/wOrq6uEQlfTlM93bN43gm702b1jjHyjB2ir1eLkyZN3NZLwWiC9FzNl27ZZW1vDsiwOHTpENpsF4OmTy6xuVTmyJ0dlpUE67EMxZUbTKQKSwqNjGTRN4sxqgU5fH0QdNdk5F58qs1F2s0nu5RiJhlh3p9jU3FrHsViIpZKzrNF1Iohj8Qiz+SKYsFVpsrBdYW82QbXUI6SIhGQvByIahmmw4FoD1d2080gowLrb0b3TfONTZBbKbnTO72fFPYeNepOtZou9yRgL21UCqkrCE+So5qXSbbPqNtr4r0nJFt3jxFWVNTdSmfL7Wa3XOb9dZEqPUKp2OZxI4ZFl1JBE0KOx7Ta37NgDeSSJ2YoTXdwbS3ChXGS70+Z4Oku7ZbIvmsSHSkrz0zR6rLnjBfeGY8y6ae/JYIRntvOcLhZ4NJ7G1iUORZIotohHlJAEkUs1Bw4n/OFBhNIrK3x5ax0B+KbMOG1TZ6FZIuHxs9J2oFkWRPZoIXb57262uiAIBINBgsEgk5OTGIZBpVKhVCpx6dIldF0nEokQj8eJxWI37KS+Ux/IeDx+V+f2sOt5mRbOzc3xzDPPMDo6ysbGBrOzs7Tb7Qcank0kEkiSxNbW9Z5VW1tbZDKZG26TyWRuuf7O31tbW4MPoZ2fjxw5ctNz0TRt+DAaaqiHXKFQ6DqAvJkexGfLy0U3mkZTKBQ4c+YMo6Oj7Nmz545hcGc90zRRFOV5nY9hGJw7d46KWwe4c73b3T7rBQckdDeymIgEuLRSIL9VJxryUml0OLInh1nqsycXRdFkxkNB2u0GM6kYXk3hzKrzOy25kchkyDcAyA23rjIa8LNUqiOLAitudNKvOe9Hk6XBMtFyo48WzG3W6Zsmj01kEdttJsN+FN1iwqvhvSYiu2NcPhWLcn7LAamdVHo2FGCj4dZZus+fTl/n7MY2zb7OgXSCmG0wEg0S0BQq5SK6ZbLsQmNUlged3jtzvRNeL4tuo45Hlnl2w4mgP5pKcTScQZIFFl3z8D2RBGeKhcG6O1pr1jFtm2q3x2zZAcWnsjkKlTJ9r0JAuWaSjRuJ9Ukyl6pFeqZJS+9ztlhAkySOp0eoGl0uN4skPH6Wm8613OlKt4GFeoX1dgO/pKDrFkcjOYq9FhdqBX4kuvueJ73IskwymSSZTGLbNu12m3K5TKlUYn5+HlVVBzAZjUaRZRnLsm5rkt9utxkfH7+nc3vYdNdX+j/+x//IU089xbd+67dy7tw5vvrVr3Ly5EkOHz78QOt/VFXl2LFjfOELXxgssyyLL3zhCzz11FM33Oapp566bn2Az3/+84P1p6amyGQy161Tr9d5+umnb7rPoYYa6uWlB/HZ8nLRtY0vtm0zNzfH6dOnOXDgAPv27burh/VORPP5Niy0222efvpper0ejz/+OMBgX1fWSoM0a7HqRNy8mpu2DjrwCNDp6WCDT1G4vLjN+UubbG31WJ4v49UlMpKXo+k0aZ+fo+NZJyInicR9Ch3DOdZORG4iGR2kwXcikZPJyKDWseJ2bE8mooNpM61+H9OyUSSVy1tN1os9JFslbivs9XjxGQY5nwfBbTJRJZEFd7Z3NnQ1/bljITQdj9F0AVMRJcrtLrObJU6sbFGv9TkYTvFYLMOMNzCw8fGLIvMugOeuCfq03L6GoKpybnubM1sFLAPq9T57vHHiitexCQIW3E7uqXCETTfCORa8WqNY7/WZ73bZqDapNXscj+Y4Fs+y4jbr7I0kBtN0ourVBpx8q8XpQgG7J2LpcCSSYdQb4tKOLVAoznrbiRzvDsc5Uy5wYnuTtBbkeGSUY57ofR0VKAgCfr+fsbExjhw5wqtf/Wr27t2LIAjMz8/zxS9+kRMnTlCr1TAM45blGS/HGsi7jkB+8pOf5LOf/Szf9m3fBsDBgwf56le/yi/8wi/wute97r63x1+r97///fzgD/4gx48f54knnuATn/gErVaL97znPQD8wA/8ACMjI4Nap5/4iZ/gta99Lb/5m7/JW97yFv7sz/6MZ555ht///d8HnJvjJ3/yJ/mVX/kVdu/ezdTUFB/60IfI5XK8/e1vf2DvY6ihhnq4dL8/W15quln50Q5A9vt9zpw5Q7vd5hWveAXBa2DhbvR8zcRLpRKnTp0im82yb9++ATjudL/OrTjROr9XZaviROl6bv1hNh6k4tY9bpQc+FDd7ux4yEux4XZn9w3KtQ6JkJ/z804kMhpQsFsWu/dkyAZ0VE1CEAVykSAhrxNZk0WB5WIVAJ9rESQLUOw6QBbwOM06iiiy6K4X9XtYLDqejBv1No2uzmQixmk3Aip0bUYkhZjfQ0uArXaH7k5k1edl1a2ZDHuvRvdW3Iad3Yk45wvO9ejoBue2ttFEARuB3ZEouXCA1UaV5VaTilsn6ZMkLrvRw13RKKfc6LplWVi2zUqtxkarSVvXeTSVRhAFTL+FpkiDqTdlN6oZVFRmq86+9kZjXCiXoAbH01lCeJgOR/BLCpooYVjWwFYo7fUPGnB2hWOc3L46AScseVFlEUm6ep/uzPAWgKVGlbeM7UHs8UBnTUuSRDweH6SiO50O5XKZxcVFNjY22N7eJhaLDSKU10bahzWQwNmzZ0kkEtctUxSF3/iN3+Dbv/3b79uJ3Ujf/d3fzfb2Nh/+8IfZ3NzkyJEjfO5znxsUs6+srFx387zyla/kM5/5DB/84Af5hV/4BXbv3s1nP/tZDh48OFjnZ3/2Z2m1Wrz3ve+lWq3yTd/0TXzuc5/D4/E85/hDDTXUy1MP4rPl5SBJkqjX65w/f34wkvD5pp939nc3EUjbtllZWWFubo59+/Y9p2FxJx1+2QXIXCLE5TUnWrVZdmFRveoJWag5cNl2I4apWGgAkBtuXaPf7c72yAKVlgOBfd1kdmmbXDw0qJNMKV52BSNk4wHapkmt26FYqQIwlYozV3BgqOH6P04mI1wuOGDVdq1/JuIRlkrONjsR1Ljfy6YbvUwEQixvlhAFqJhV9gWDRPxeREGg0GpTdqfXTEYjLLnH3rEOkgSBRXdZzuthsdVhoVzFK8ssF5tEPRphLUDcG8TG4kylDALUXKhURZHLbqRydyzG+ZJzXSVR5ITbLDYaDPJIMEHEq7Hi2vTsjkY5UXAAdKchBpxUd63XY7lep9rroooSr8qO0tB7LNgVxgIhtjpONFO85vvMRrvBequBT5IRRZH9gRRhjzqISj4STXK+ss07px5h68LsAwXIr5fX62VkZITt7W0SiQR+v59SqcTy8jLnz58nFAoRj8epVCoPzEi8XC7z4z/+4/z1X/81oijyzne+k09+8pO3PNbrXvc6/s//+T/XLfu3//bf8ulPf/qujn3XAPn18HitXvva197t7u5a73vf+3jf+953w9f+8R//8TnL3vWud/Gud73rpvsTBIGPfOQjfOQjH7lfpzjUUEO9BHW/P1teDjJNkytXrrBr1y6mp6fvuVHybrwgd6baFAoFjh8/TvSaqS07kLADo7PXRCDBSVuX69ekrYFU1O8ApABrRSeVqriwlboGLqtuHeJIMsyVzSoA2zUHbJJhHxvlOoIAS1tVmt0+Mb+Xswt5JAEESSQT9JHz+wmOqvQtcwB5QY8TLXQikQ6YxfzeAUDu1E6OxkIU3W1qfSeKOpOKMVcoU2jrTIZMyvU2I34Nj2HzaDpJQNNYqVSxgHV3zveueIQ59zihUBBaHVRRZKHsHG8kHOKcG6k8mEoQEzyMR0OYlkFU1glKIituRlFwr7MAgzGLk+EIS2708Vgmy0alSc4fIChq7I/EWayWuOxGImfC0cGoxKlQhGcLebqmQb3X4/R2AVkQsPxwLJ6j0m9zseLA4UwoyhV3As6+aIITxU0uVoocT2ZptHX2RZIkFT/fkg0wGYyQt6wXpZnXNE1kWSYajQ7u016vR7lcZnt7m+/6ru+iXC7ze7/3e1iWxRvf+Mb7Vi/9fd/3feTzeT7/+c+j6zrvec97eO9738tnPvOZW273Iz/yI9dxz428W2+n59VEM9SNJbUEJOPeb14j8OBGLg011FBDfb2+/qFrWRYXL16k3W4zNjbGrl23t0a5E90pQHa7XU6dOoVlWbzyla+8YUZoJ5rZ7xtQ1TmQihMUFR6bzuL1qBSbbZrdPuW60xAju7CYi4cG0camO3owGfENAHKj7Daq+J1jhv0eNt20+E6UcDQRZsWF0Jo7J3s0EWKpWKdYbRP2NJnfLLNnJE5ho0HEq6CYAsdGsmiaxGqlzka1MWiQmbw2Eum+v5jPy2p5x0LIgU9RENh2gTjq93Gp4DYT+VT8hsTuVBRRlQnJCpabUhaAJdc6aCYZ54LbnCNJDoSrosh8pUpHN8gZFhe2XWAbzRL19GnrPTYazvUa8XpZc30S414PS85uKbn2Px3D4Eura5i2zaSq4feFUBUJRZYGAFnpXZ35fansRGknw5FB1PJYKoOhQMrvw6O62wkMTMslQWC+VsG0bQrtNleqZX71Fd/iXLs7MPR+ELrRcXeMzLPZLLOzsxw4cICpqSl+93d/l5WVFT70oQ/d83EvXrzI5z73Ob72ta9x/PhxAH7rt36LN7/5zXz84x8nl8vddFufz3fPEDsEyIdQcvOF+QY1BNWhhhrq69Xtdjl58iS2bZNIJPBe4yN4r7qTGshqtcrJkyeJx+McOHDgtsbk88tF1tccOKklOmyXmxx6ZITFi1ukEkHqpQZRr4LcsTmYThKP+ciEAui2SUc38aniwLEwEVApNh1QaXacv0cSIWorDozl3bR4LOhjpVhDFGDdXRYN+Vkq1p1O7O0qcDUdbhoWpxc2MUyLo9NZ8ht1Ah4Fu2vxWC5D0Kdh2zYb1QbLLkiOxUKD6GXJtf7ZlYwO0uCKW28Z8mgUOj0sG1qtNlfyzropr8buQIRMNEi528WwqmjS1fT2jk3Q7mR80PG9M/lGEgQuFIo0+zp7EjGarRYzkQhJj4pgwUa3w2LRNQz3elly/Sd3RaOD9LYtCJzfLiICEY+HSU+YkVCQYq+DhMDeaJyT2w40htWrtZzVXo+VRp3NVhNVkkjIfvZEo1T1HpIg8kg0ztmSc77ToQiXa2XeMDYNOCD3YkUgb5U63+nU/rEf+zGeeuqp+zaX+8tf/jKRSGQAjwBveMMbEEWRp59+mne84x033fZP/uRP+OM//mMymQxvfetb+dCHPnTXUcghQH4D60GC6hBOhxrqpadSqcTp06dJJpM88sgjXLx48Tk2Pl+vjXqDmM97nbXLzXS7Gsj19XUuXLjAzMwMk5OTt4SBHYCcdRteggGNbTd62HFrHJMxP4VSg17PYPbKFn3dRNub5dxcnsmRKCsbblTMqpCRVWbSKVoxHVsU0G2LXDyEpjjQlQj5KLrRzL57TZIBja2mE8XcAc6JVJS5DScFW3XHJ06mo1xcd5bV3GUjsRBzGw6E7cnFWc/XmEqGMSWBXdEoAU1jMh6h1e+z7EYig9dEIncaciYTEc6sOdfAdGsOE16VQqdHodND1HWu1FoIAvR9BsfTWTRN5vy2A2HqDaByTyLOxW3nfH2KgmnbLFZq1Lweyp0uu6JRJBEymoVgG+wYWlXcjmyvJLHhWgbtjce5WCpR7nZJ+vxc3i4TUFUCgspj8TQrzfog1T3iDwyaavbHEpwuFmjqOpPBCBcLJfyKQlTy8Wgsw3y9xEa7ybdP7h68B8uyXtAayB3diQ9ku90e1CXeL8jd3NwklUpdt0yWZWKx2C2HGnzv934vExMT5HI5zpw5w8/93M8xOzvLX/7lX97V8YcAOdQD0YOA0yGUDjXUg5Ft2ywuLnLlyhX27dvH6OgogiDcUcr5cqnET//R3/G66UleNTHGa6cmifluHLW8WQTSsixmZ2fZ2Njg6NGjt6y1v3ZflmUxN+94E2bSYeqL2yBAfstJuYpumnYkG2E5XwWgVHUgMBT0AhUUWaBY62Hb0Iz3uDC/xdRIjIUNB2q8ukBa8bIrGWM0GsKyLZqtJomARi4ZY6uZR5FElnaiju7EGr+msOJCnuY2HgU0ZdCxvROd1GRpsG0k4OPEUh6hAEGvRr3T4/B4mrCoEQpoeASJsXAIjyZzeds5v51oll+VWXY9K8eTcYoreQCalvN6yqNyacuBwgOpGI1ql/FIEMUSOJJOI0oCJ1wfyJ0Z4oLAILo4E49yxbUUCnk0TuYdbBwLh0gJXnJ+Ly29h18USasqC26qW7vmi8VG82qDzpfX17Fsm4OJBG3DYG8ojkeV2Wg2sQXQr6m7XK6711GS+PL6GoZtszcSQxQFvmvX/sH+H1aAtCzrrmx8PvCBD/Brv/Zrt1zn4sWLd3WO1+q9733v4N87Zvyvf/3rmZ+fv6tylSFADvWS0f2E0iGMDjXUVem6Tj6f5/HHHycSiQyWS5KE7voD3kyvHB/Dqyj8/+aucKlY5EN//w98x/69TMeivG5qkl2x6CDiciMg7ff7nD59ml6vxyte8Yo7fsheBUgHZDyumXcmGSS/7YBKzW2kCYd8kK/i96rktx0garYckIyFVDarThRxy7X5Cbr1jz6PwlqhhmXZjCRCnJ/fJBpQKLvd2RlPn5zqY3wkRs8ysARnIko86CUdCXBhzYny7RiTT6SinF8rXLdsOh3j4oazXt3t2J5KRllwaxEt22Zpq0K85aXo2hEdn86xNxxzUt9A3KMRVAQWXeuinc7vbCgwMCcfScbZWnWgcmd0IobOM8vOsqOjGTKqn1w4gIJINhAg6FGZLTmgGr6mDjXv+lDmggFWXfug8XCYhWIFAQj7feyWoYfJFTfSOeb3DyblTEUiPOtGyERBZKFahSqkfD5ikpfdsShd2yQgK4yHwlx0O8Cnw1Ge2XLO16cq6KbFTMSx1NkZk/liAOTtai/b7Ta2bd+x/dVP//RP80M/9EO3XGd6eppMJkOhULhuuWEYlMvlu6pvfPLJJwEGDXN3qiFADvUNqfsBo0MIHerlIk3TeOUrX/mc5ZIk0XWbMW4mRZJ4894Z/vjUWWJeL4uVKldKZf7fi7P8z7MXEAWB101N8C27ppAE8boUdqPR4MSJEwSDQV7xilfcdprHtRJFkWarx+q6A1pdt2M5Hg2Q326gKhIbWw4sGqZzzJFMhNkl54G7WXTnZGsy0CMcUAfRyY7b3DKWiXLJ7fDecMEzGQ1QblWQRIHlzSrdvkEuEeLslTwBr0q7p2PZNtPhMLvCYaIRH5YAIa9GwKMiiQJBj8aq23WtuTZDfk1h0W2Kifg9sO2mqt1lo/HwACDztSbr5Tp7MjHmNh3AGx9P4VcDBLwqTUMn7NHIhoMDgCw0dszHIyy4dZYRv481N6V+eXObpmESkCUW3Ejm5OQIRxNpBEkYdLNPRSNX7YFCwcF0nJrbsR1QVS6UKhi2zYFknO1yhZlAkBAiPUlh29DZdKfjBBVlAId7Y7HBJBvTsjmzWUASBOIxL8eTWbY6LTZb7qhGWeZiqcTPPP6Kwf2wE4l9oQHStu3bAmTLTe3fqY3PziSc2+mpp56iWq3y7LPPcuzYMQD+9//+31iWNYDCO9GpU6cArpvIdycaAuR9lNIEyf2yrr+8/EKHuoHuBUKH8DnUwyZBEJ5T3C9J0m1rIAHeun8vf3zqLFdKZWRR5EJhm6jXw1q9znQ0yh+dOsOpzS3miyW+dWyE15gWMx6NhUuXmJycZGZm5q7rwkRRZGm5xKHdGUzbRlQkZiYS+DSFRNRPLOJjbsmBv82iAyya6sBFJKBSbTk1eqKsAS1iYQ+1Vh8EWHbT14qys75GyY1mirIT6ZzMxph3axh3ah3H0hEuLruAWmqSLzcIeT2cXXSibYloAKUD+8bjtPsGsiIiiQK5aJBY0MdZ10i87PpA7krHuLzpHKPnGomnQwHWXS9Ky+1MlkWB+UKFVk/n8Hh6AL2ELI6k0ng1hWKnhSqJRHxecAFyq+2c9+5kbJASF8yrv+9Lm9vUen1mElGuFCvEvR4mg2HimoftdptNFx7TAT8LOx6Y0RBnCg4UCoJI37RYrjUJezxUuga7QiFkC3apXmTRZtaNcHuu8YwsuNFhryzzTD5PzzTZFY3S6PU4Fs/i12TOFAt829TMYJudLyYvNEDuRNRvddx2u40sy/d9BPL+/ft505vexI/8yI/w6U9/Gl3Xed/73se73/3uQQf2+vo6r3/96/mjP/ojnnjiCebn5/nMZz7Dm9/8ZuLxOGfOnOGnfuqneM1rXsPhw4fv6vhDgHxAUprPf9shfL78NYTPoV4KkmX5jmx3DqSSHMtlObGR50AmxbmtAtOxKM+u54m4jR+6adIyDP4pv8lnF5fxCAJHsmm+pd3F32iSC93ddBtRFLl8aYsLX1shlQlRKDgRRWM0Rn29xsThIL4e5HJhdMsmkYrQqzaYSQdJJiI0en103aRv28TCPgJ+P1BnNBViteAAWt7teA54BKotpyZwZavqLPM5NYx+jzJYtuMrmQj7Bh3bNs7/10wsQL7iRKK6HYMLS1ukowE23Rnb2V1+pgJhkhEfJuDLKAR8zrVTJXEQiczFAmy54FZqOwA5k4lzKe9Am+nWPEb8Hs6uFrBsm8cmsyysV5BFEatrcSyTRVFFFivXN+cIQMVwtp+MBFmque+h70QXq50ulzaLFJotxqMh6p0+j8ZTxINevJLMcrVGyfWh9CsKl930955EnEtu13bE5+PkpgPK05EwI5JISBapVesogkDa62XVtQ3aE4tzYsuB77CmMV+pUGi3mYlGeU1ugoCqDu6HFxsgbxWBbDab+P3+B9Ih/id/8ie8733v4/Wvf/3ASPxTn/rU4HVd15mdnaXddqBcVVX+/u//fjBta2xsjHe+85188IMfvOtjDwHyIdTzgc8hdH7j6PnA5xA6h7qdbhaBvBOAFASB12bHmV8oEkHleDqL6aaNZ4slNEni4naRmKZS7PYY8Wisd3v0bPj//uMX+bvLV2j0e7x5z25eMTbGgVTytg9bURRZmHegKZEIUig08HgU8m6zTLdvoPdNfB6Ni7N5RFFAkEUMw8Ive5id3WRqMs7aqgM55T7EBJWxcJCApOLxyNTaTfyqjN+jEAuYaIrERtWJ2tXd6N14JsqFnaijC43ZRIjtehsEWC04kJaOBclXnG7oZRc407GgA5ACLBdqVJodogEvZ9yIZTYeJGQpHBhP0TVMbBEkGzRJIOzVKDSdc/C4aXBVlrjiRiwnEhFOrTj7qbrnmgkHBlHOo5NZtotNYl4NoW9zPJtFkgXObjrvJRb0s1RrIABl3bkHMl6NTbf+MSTLrHTrnMsXGO+GWa3USGkKQcXL8UgUTVb40uoqCFebcgDW3Ek3ab+PhapbFpBOMlvYRhFFkn4Vrwp1S6fgNvCooshsyXlfo8EgVyoVfv6Vr7ruftgByBfaxsc0TQRBuCW47gDkg1AsFrulafjk5OR1/6/HxsaeM4Xm+WoIkC8T3S10DoHzG0tD6Bzq+ehOU9gAbz68h9/+30/z7Nw6fo9Kvdvj0VwSQRUIBzxcrpTxWiZlIBYOs94tUHfr5ubLFeq9Lr/9la/yX589gVdW+I59ezk2kuXJ0dHrOnl35ACkAxU70DAyGuXKvNOJveGCpGE4UbpsNsha3oGXQtE1Cw84jSHRqG+wrFbrMr+wTTbtZWPbAa9IxEuj1mN0Jkmt1yUUlOlXW8wkAvglgYMTKQRRYLPSRBSFQc3lRDoygMWOW6M5lYmysLlTt+kaiaciLBXc83W3TccCgyhmTzc5s7iJT5Pp6gaWDbtG4qT9OqoiIdgC6WCARMjL+XUnfd11G2oSQR+LbkNOKuRnza1v3Kg2Bq+fWnZA8+hEFr1lMhUNo1giRzNO/eOJdef1XCLK5prz752JNwmPwoobycxEQpwtlKAE+1IJwqLGVCKCisRkOIyqSMwVHWAfDYfZclPVffdLim3bLLY61Ht9sn4fjY7OjOZHE2zW3N9jwuNBFASOf1293k4H9gsNkHdiXn6thc/LSUOA/AbVEDiHup3uBjqHsPny1J2msAGy4SCPT47wtaV1diVjnFzN45FkTi7lmY6HKZabxHwK+wIBNEFiJBhkvlxhMhJmqVrjUCbF2a0tDsfjPLuR50Q+z3999gSH02lSAT+vnZrktZMTxF2z40qlS6PhAGi57ETFfG5aOZsNs+Fa+Wy7zTLRqAOQsaiPYsn5AGy53o3ZVIhytY0kCqysOYDj83qALplUiPy2s6++YaPrFolohEuL20CPcqBLvaUzmQtQzTfRZIFWucOeZIxMNEDc48WwLNqGSdjnIeR2eHtUeQCS0aCXpUIVRRJZcJtistEgWxUnOrniNvDEfTKrVQcMC7UWS4UqU+noIL09FgqyJxYj4vegYzEZixALeSm6RuTbO93giauTb0Je53wEAZZKVSzbxqPIPLOwAcDR8QxRUWM0GkJDYm88hiAKXNp24D3h9VLsOiC85TbHRD0ac9slZ3KPDV9bdvb1+HiOw4kUqiLRN0wE25n9Pef6T+5PJjjrjlfMBAOc3CzQ0HV2x6I0Gh1yHg+dWosnw0EuXbpEPB4nGo0OjLpfLAuf2x231Wrh8/leFJPzB6khQA51R7ob4BzC5jeeroVNs/fy+pD8RtGNHm53M7sa4Nsf3cvXltapuE0gc1tFFFFkoVQjEfBSbHUIKSpn5vIcGcuAaDMRiBBRPYPjr9XrCMCFQgGfonBma4tsO8Dfzy+wP5nAIyu8Ze9u1haL2EDAr7HpzqxuuY0x0Zifja06Xo9Ere4sa7uQk06HKFXbKIo46ODGPXY2HWRt0x1z2HUigYl4gPx2HU2VWF7faa5xIk6ZZJC8C6iC4CyLBZUBvBo9ndWtOnunUiwtO+n2ttfLVChMLh2i09cxAdGGmN9DKhbk0qoDUA13zOJUOsrClnOeXq8Pql0SId8gYhlxgVQWBebWi7R6OocmMpxx09deQWIqGCYTDdKzTDRRIhzwPGcG9+50nLktBwp9riWSKAgsFCvUOz2MkMVXr6wD8NhElulgBE2wMfs6ca8Hr6qy6gJkQpWpuFZCDbf2TpNELmxt0+rrzMRjXCmViXo8HEykqOs9Cq0WtnsLSgIsu/ZAKb+PKy5gxoNBLhVLfOSbX4PU7TI/P0+n0yESiQxSxLZtv6Cgdicm4s1mcxiBHGqoO9EQNoca6uWhuwXINzyyiz//6lmWihXGok5d3ETQy3Kjw3g8QrHVAbepZKveolBvUm91EASRlt7nsfE0oioyHY5wulBgfzLBsxt5csEg+UYTSRA5mc9T7rRZ7tTwf4sHr+kj1wwT6UlIksz+PWn0TpOxXIBUMkK52qFvGPQ6OuGQdxAtGh+NMb/iAFPetfsRBCe6F4342HQbaXqufc3EaIy5RQfudnwmk7EA+aJrGbTtdiSn4mzV8vi9MqsuSPb7Tio8Hvax4EJoOOjh3PwmiYiP7ZrrCRmLMhUOE4/4sIBDYymwdVRJAARW3BneI4nQIJq4UXHOZSYb55I77Ua3nN9ZLODl8mYJ24Z4yMfpRcdDMR0JMOEPMZYM0TFM4l4PAdfYXBKEgQflnkycS5vuRBp1Byphvlih2u6S9ank3UaePdMJ4poXSRaxBRup3iKoqYNGnJxXY9H9YhFwAbXa7TJfLLNeaxDzeul3WxxNpAn5NC67lj7j4fCgK9vG5pVjI0yn04BT39fr9SiXyxQKBQzD4Ctf+QrxeJx4PE4kEnngs7HvBCDvxkT8paQhQN5HKa2rNj5fryEo3Vh3ApvDa/eNI6klIBn3Fj0YRkDvn3ZS2Hca1fGpCntDcS7PbhOUDWa8PlLRKIqnw0algSjAcq1NzO8lX2uwJx1nrlDi6FiKk6t5FCROzOfZl05gVAx6ms7j6Rxd3SCgqpwrFMgFgyxXa/gaNq2gwHa7x2ymTawq0K/28eUNkj2ZTrVPVPOyen6TiekEy66lT6Fv4elZRBWFjNdDIumn0mjhj3lIhsNEg2F8fo1Gu4dumJi2TToRxOdRELBJp8KDqOOON+LkSIy5ZWf/21UnnT41kuDc/CYIsF3ruddnp9EDlvMOIOWSYbZrbSeFnC9TbXaJBD2cmXciiBG/gtW2ODyTpdXr4/Oq+GSFvdk4oihw0R2bqCpX/SSv5B0wHk9GKC850LZdd88rdTXlnQj7ObWURxIFAh6VUX+Q6VSElm5Q7/UGzS+KKHLF7Ujfk05w0Z1ok4pGyLcLCAIsbJfZbrYZj4VYKdfxKjKPpjO0dZ2G3gfBhlYHWYCLbqPOeCjAiguYU/EIz67lKbbaHMqk2Co3yfh9SJbAY+k0tV6P2WKZ3/y2b0WW5YH/oqqqZDIZPB7PwAi7Uqlw6dIldF0nGo0OgPJ+znXf0Z3UQA4Bcqh70hCUnr/uNKI5vH5DDXV/tfNgNE3zjk2+X7tvhL/52iXylS49y2Zla51UOECl3uToZJJat0UunWSpUsXr7nPb7ey9lN/Gq8hc2iqSCweZzZd4JJvkUn6bYxNZGoZOMuxDQSRfKgEybdGJttUDNmZApjkuU+zZqHUNmnUMr0Aw6KR5U5kQW270sFhqUSw08HoFttaa+P0qW/l1LMtmz94Ms3Nb7NqVZNGNOgptE60nMBYOoBkQCGqIgsTRXRl8fg1lMoUtQrHeRlMkDLcreCIXZclt6FE8PqBLNuZlo+yAXcmdCjOVjbHgQuUOmCZCGkW3ztO0LK6slYgGvNTaXSzb5tGZHEFbIRsPopgCj41n8Xgk5jbLFBtt6h0n8jkaD7HmRi/Dbsr7WpPyPdkEFze2qXV6JAKOH6UmS0iSyJg/xFQ6QrOnU+126fec83ZKE5z3tScVZ7bg1kQG/KyU63R0g+VSldVKnbjfS73bY1ckwlgiRLHZZrVeR7vmO8mam6aOeD1cdH0kE34fz6w49ZPHRrP4IgqvnZpAcqPIlmVh2za6rrOxsYHX6yUSiRCJRJienqbT6Qyik5cvX8bn8w1gMhwO35eayTutgRymsId6oBpC5r3pdtdveO2GGurmulkNJNw5QK6urtIrLJMO+9iqtTk4kebcyhYj8SCFWpN2R2d5q02rvU2p2aYsNzg6nkFSBHLBAAulKmOxECfXNkmHAmzUGpguiK2UahTbHZa2KkgIWKJEYNXA1ECrQy8l49k26SZllJZFJyOzVtLpfZuXRr2KvU8mF/BibTcIBz2su80yO4NxRsfjXJrbRBQFVlxrH4/XSbVmM+HBfO1qvcvaRpV9e9JcuJgHwUl5l6ttDj2So7ReR1Uliut1xkJBRkJBwoqGrIjODOfRBOGQh0prE1kS2Sg58GzoDpj5NHkwh3skFaPYyKPI4mDZeCbC6XknFb1RqtPu6SiyxKkrzrI9YwnKxTYTyRBiH46MZAgFPARUlUKjyYo7d3tPLj6IXsruzHCvIg+My3dnE5xd3aLV04n4PZxfK6BKAqIgMBUOM56MUO/1KLXbeK+pmVwsOiA4lYiw6ALmZDzCsyt5lkpVVEVidquEJksYqsSRVBpZsAY1jzFJoOr+UqRr7sm1ap23HtgzgEe4Olv9woULGIbBkSNHBiMubdvG4/GQy+UYGRnBsiyq1Srlcpnz589jmiaxWGwAlM/X5HuYwh7qJaMhJD1/DQF9qKHuTju2KIZh3PIBa1kWly5dIp/Pc+zYMb5TivO7f/s0fXd6ytKWM/pvfrNKyCNTrLfZP5bk4to2qi1wcjbPgbE09c02TVvh0UQKxRbYk4yzeE095aGRNGc2tsjioa0YyKpA1y+g1E3Usg06RJoidZ+FYgr0YiJK26YSslBtiX8K1/EqCqYqo88K+OsC29tt9706sDIxEWdhyYGoLbcOMhEPkN+qE/CrLK2WBtcGYCwXZWXDgaZGy218GY8zO79NtdbBtGy2ig0O7M1w7rKT0o6F/eg1nUf25yhWW/h8Kpom4REVbAzKrT5N3WLNrUWcGYlzwZ0uU287x5jMRFl0LYJ2ADDk17jiTseJh/2cmncANxn2s11rsWckzmalyd5EnKTPjzYq0+r3WSk6+9mdjXNmxfGJ1N3a15BXY9YFzfGInyulJiulGgGvyoV1J2LcbPXZE42RiQSodrso4vUTb/I158M3FfQPGnX2pZOcXt+Eco0jYxlKjR4xr4eIL8gBRaPR7XBpy3nP0+Egi7UGbzu497r7zjAMTp06hW3bHDt27LovOTsQaZomlmUhCALRaJRoNMrMzAztdptyuczGxgazs7MEAoEBTIZCoTtuxLlTgLyT0YQvNQ0B8mWmIWDem4bXb6ihrtftrHx6vR6nTp3CMAyeeuopfD4fbznm4WvnVjGxODCaIl9tsHckyYXVAnGfQr1nYLuRv5XtKqIgcHFti1jAy/JWjT0jCU4ubnB0KovQsBhJ+kllfWiKRCYYoFhtIgg2TR8ofRs9JOHrQDssInZA8IokGjJty8CjSBRMYxC50oMia14D4YiKLIsoRQP/psjilmvf43dAOZsNDbqp665h99h4jAuzm84cbDeCGQl7WdmoEA55B8t2gCKXCbPuNujswPTUSIxFt/u72e6ztlljauxqg874SIhqRSeb8FOudUl5ZOxOh32pMJpHpWNaJEN+wgEvbFXxKNIAGiczUU4vOLWTBbcWc1c2xrybGtcUhbpb27m6XaOrGxyeyrBYKzMSCeCXFI6NZTEwydcdsJ5MhDmz5tQsCorTaBPxe5h1J9/sziY4vbpJtd3Fo8icWyugSiKqLXEwmSTi91BstamqCqPREFtuuULbHcPoU2Rm3ZrKZMDHqXXnWMfGspQ7RbIhHwFJ4Fg0xPzpU9QSCRKJBKFQiHPnziGKIkePHn0OxO0A/s5yy7IGMGnbNl6vl5GREUZHRzFNk0qlQrlc5vTp0wiCcF10UlGUm97/d1oDOTU1dct1XooaAuQ3mIaAdG+61fUbXruhXsq6WcTlVp3Y9XqdEydOEIlErosAJSN+wpLKP51a5NE9WVrrbUTZz3QghN3rcWwiS1vXmUxGWNqucmA8xfnVAhPJCOVmZ5C6XC3VwBY4vZAn4NGotrtMxiOUqya+eh8hqGD2DMycB72jg1ehZRkItkgJHQSbtgDatoWqSQirfYyQiK8j0I6LhNoipYyEFlS55DNJVjzMmw1Gd4UZC0VIBLzIqoRh2xzak8HnVdk3lcLjVym43dcl14NybCTC2dk8siwOopTxqJ/1rRoBv8qC2/G9Y14eCXpZWHOWqS5/BPwqq+5IxmQ8xEaphSAI1Dfb6IbFRNrHUsFpuLF7JqMBPxO5OO1+HxuQRYlkyIfPq7Ls2vz4PQ70eRSJy24kcWYkwZklBzTbvT62DYZl8dW5NWwbjk5nKRabBDWFVrXB/niEQMBLodlBFgWmklFOLjsp81bPAcGIz8Mld/97c0nOrm2xUW3w6FiGufUSogDtls7RTAZVFdmstxCBvZkEJ11z8p1Ob4CNepO2rlPu9Fnq9fjYW7+FQ6koxWKRK1euDOZLT05O0u12b+uzKIriACoty7rujyiKA1jcs2cPzWaTcrnMysoKFy9eJBQKDV4PBALXHedOIpDtdnuYwh7q5a8hID1/DeF8qJejbjaNJp/Pc+7cOaanp5menn7Ow/s7XnuAfzq1yNJ6BUkUmVveJhXzU6h0iXhNFha3Obw7S7knovbgaC6Dgsi+bIKtSoNsJEi+2uDgeJpzq1tMpaOcXMzTbXSwVQkroGJoIigSWtXG1AWSdYF638JvSdSDoBUNekkRqW/TDoIsi9iyjNEz8eYN+oqNbNtUfCB1LLZjUG20mU2KxGpdDLPHASHKxqkiXk3GAvp9k/0HcmwtVciNRFhfruBVZeyOyUQsRCYTptXpI8kSiiByaCaDz6eyWWrQaPfIu2nxsZEIldk8ogArro/l1FicM5fzbpe2s2zXWNLp5gZ6pgMq4+kQy250VMRkvdwhEwuwWXE+hMb3hLBDIWIhL7ItcHg8jdejcG7ZSU/vQF86EuCKG50cTYSd8YswmM/tk2Gp3AE6HJn2srrpmJ0bPZMjIxk0RaLU6eBTZaaTUU64UNlz7xe/qnAp70RW92aTXHD//dhEltVCDa8qI1six3NZ+pY1mI6z95qmnKlEhJVKjdfumUIWRQKBAKVSiVgsRiKRoFQqsbCwgKZpJNzoZDQavSXUfT1M7nR07/zb7/fj9/sZHx9H1/VBdHJ5eRlJkgYwGYvFME3zlhFKGPpADnUHUpsWsmI9Z3kv+MK74z8IDeHy3jS8fkO9FPX1KWzbtpmbm2N1dZVHH32UVCp1w+0ePzBGNhEiX6xzYFea8wtbpGNBCpXWYALMlZUiIHD+8hZjmQirW1UOzWRpbHZ4dHeEcFQhIMgcGcvQ7Rn4VZl8v4fUMjD8MmqlTz+mIlb7GHGVfsfE8ilYBqglE01WELZ0dK+I0rHQQzKhnkjdD962RN0HaslA0UFoWqiCQtud+1yXDIxdMs/qTczXa6R0FWOuRaAisLLiQFcs5md9s4bfrzI7t4ltQyDo4dLcFmNjscFUm+npBGvLZXZPJ5lb3CboVbG7BuNRHx6PgOb1I0oiqiQxlY0S8Hs4t+DA2E5HttPN7aS+/T4vUCce9rJRcZpvNMmBNkmEy6tFWl2daNDLyVmni3l6JE6n0Wf3SBzBdCbMBPwaYa9GsdEadGnvysaYd6fhJMNBiq0yoiCw7DbfTCQjnF910sxHp7IsrDuv9zoGj2bTeDWZSrdLUFOZycQ46Y5J3Pl+oUpXLYHSoQDPLjnn99hEllK1zUg4QMrnx59TKLbarFXrvP3wPmRRpNfr8eyzzxIIBDh48CCiKDIxMYFpmpTLZYrFIhcvXqTf7xOLxUgmkyQSCTwez03v75ulunegUpZlksnkoIax0WhQLpdZWFjg/PnzyLJMMBi85bSZdrtNMBi86Tm8VDUEyBdAWuO5ULmjIVwOBTe/fsNrN9QLpTtJYeu6zunTp2m327ziFa+4ZVRFEkX+5Rse5a//73kEnCaVhdUiiiSwlK8wkY2yvFnh8O4sp6/kCfs8rAJFN4p2YWELn9dJ/U6PxJnfKDOZ8LJS7iG0dTzItPs2qgH9sIxo2LS9IlLLoOeXUZoW7aiE2gTBLyGWDTTFAlFE6djoAQnBsOlHZcS+hRVTEDsWpiqRqknUexaevkAzaqOVLPIJHW1KoviYhG/dQKuLLJWrAIzkolSqbXxehYVFJ40bcq2DEnE/i276WnYn2IRCHi7OOdHA3btSXJjdIpcOse5GJ/fvTiP3YGoshtEzOTiWIhL2EPZqGLZFu9PH71EYTUco1juIgkDNKdNkPBVkYcuJ5JXdzuZMLMC8WycZ9KmcupJHFARCQS+VRoe9YwnWijVm4lEiqsxUyIOkadTd6T37RhOcX3Oihz6PE21TJJF5t250JhPjkjuD+8hUlstrJQQB+l2Tw9kUHk2h3usR1FSmU1FOrzrvPeLzgHNabNad33vPMPjK/CqmZfNINkm1XOO7jjxCp9Ph2WefJRKJcODAgevuV0mSBpBn2zbNZpNisUg+n+fSpUv4/X4SiQTJZJJwOHxXqe6dRpwdoAwGgwSDQaampuh2u5w/f55ut8vXvvY1VFUdRCevjYLuwOXLTUOAfJH1jQyXQzi6vYZgPtSLrR2AbDabnDhxAp/Px1NPPXXbtB3Atz65m//+379IXzeZHonQaPcJhSVUX5BQ2EvE50FCYDQZZnGjRCzkI19qsH8yxcXlAlPZGKeubNBpOXWGxYaBrUiYYS+GBVZAI9wRaCISEUV6PQsJmWbPxvJKYNvoYRnFAj0s47dEWpJFqCdQ79okdRHbK4FpU7MsZEFAEC06to0ZkBBs8DUFNFXG34R2ALyWRGsU0EXOqzq+jMRpyhgB2D+e4MKlTSRJYNmtg8xmIxSrbfw+lStuo4zmZqpCAc+gNjIW87NeqBPwa1xZKmJZNj6fxpnZPJoqIUoi7a7O4b05Li1vIQhQ3m4xEQsxko7Q7vUhCapHpmcIINislxyQVMWr0ckdO6C948lBZ7coirS6OoVyg5WCiWHZHJ6OsLC4ScirElBUjo5lEEWBlq4T8KhMpaOcdTu2VVka/H1lByrTMS66UHl0MsvcqgPWQgwOZ1Ooskxb7+NTZMYTkcHEm8l4lBMrTvTVsm2enB7FLwk888wzxONx9u/ff0sAFAThOsjTdZ1isUipVOLUqVMAxOPxQbr7Vvfx7RpxFEVBFEXS6TSZTIZarUalUmFubo5+v080GuX//t//S7VafSARyF/91V/lb/7mbzh16hSqqlKtVm+7jW3b/OIv/iL/5b/8F6rVKq961av43d/9XXbv3n3Xxx8C5EOsm8HlECyHguH1G+qFkSRJ1Go15ubmGBsbY8+ePXdscRIKennDa/bxt184TzDgYXWjiqHLNDtbIAhEo35KlRb7Z9IUChUOHEhQFBQCyDw2mcXoGeTCGq2+yUQqwnKhilzqYCe8mJUOxLw0233MgELZMsGysRURqWZge2W8hR62JiCLArZHRFAk8Ap0BRtsm4poI/YsTBm8DYGeYRBtSrRtHc226aYUtIpBIy6jVkyMqIRS1vEINl6/TFswMSMi64qOHFb4olgm5NEYl0J4q6BmJWRB4PCeLF6/SqncpFKv0+9Z+D0KE+NxzlzaQJFFFl3vyamxOGdnN5xOb9ceaPdkkrOuBVCh7EDhnskkl9zpN15N4fJKkUwiSN6FxsN7cnTbBomIH02T8Ht8CFhs1VposkCz7aS+4yEvs250MRFUWCo5sFlrOSFNv1fl2cvr2DYc2ZVlzp3pTcxmfzpB0KvRM03GYiFiIR+n3JS15jbEyOJVw/KJRGRgE3R0Ksul1SKCACFZ5Ug2jSSJ9E0TVRJJBP3Mbhb5d685yjPPPEM6nb6re29HiqKQzWbJZrPYtk2tVqNYLLK8vMz58+cJh8MDmPz6Bpmv17XRSdM0uXz58iBdDhAOhwmHw4Po5NraGn/xF3/BxsYGP/zDP8x3fud38q//9b/m4MGDd/UebqZ+v8+73vUunnrqKf7bf/tvd7TNr//6r/OpT32KP/zDP2RqaooPfehDvPGNb+TChQu3TPXfSEOAfAlqCJZD3UrD6zfU89GNHpy2bdNut2k0Ghw6dIhcLnfX+/3Otxzhb79wnkuXt4hGfFSqbWamk1xe3GYkFaJUadFs9xCAS5c3kVWZtdUK47kIK/kae6ZiFNfK5DzgreqYukWkZdEyINS1aYoCnoZON6igVPvocQ3BtEEUsPwKtibSs0EyLDoieDb6KAEZsa0jRDTMto4ZV7D6FpZPom+CKUqItoBWNMGEUB1aqkCwL9IIg6dmUZVMvFs2SlhGLPYgpmDWdTYTEp12nfqYQbap0l3t4N22ycWCbBUaTE5GWFypgQDFzTpxr4fpqSS1ehslFUaTRAc4PQrb1RY+TaHddWpGd48nuLziANzOUyCTCHLFje4lYwHypQYeVebKWolWt89IKsy5Kw7UTeailKs6qaiPWrVLzqcS0gTCioe+YaKpXhSpx1gqwoJbB5mNBtmqNBEFBnWSk6kI55fdOshdWc661kGqIDERDpOK+DGx2ZOOE/SqPLvkRBTDPs2912Cj7OwrFQxwYjGPZdscHktzfq2ALIpMRSLsT8bQN1fJ5XLMzMzcNTx+vQRBGEyqmZmZodvtUiwWKRaLLC4uIsvyACbj8fhNG3Fs22Z+fp5CocDx48fx+XzPiU5qmsauXbv4/Oc/Ty6X46d+6qc4d+4ca2tr9w0gf/mXfxmAP/iDP7ij9W3b5hOf+AQf/OAHedvb3gbAH/3RH5FOp/nsZz/Lu9/97rs6/hAgX0a6EVi+XKAShmB0rxpev6HuRoZhcO7cOVqtFplM5nnBI8DEWJw3f/MjLCwXCYW9XF7II9gWsiwye2WLkBuZ3O1C5d5daU5f2qDTcSJk61tNvJrCleUyYs+EgBej3kcIakgdC1kREW1Qi31kSUTY6mIrAt6GQdcjEjJEaoqNT5BoCoAm0ZEE8CpIpo2hyYSqFn3DxNsyMf0Sas+iH5NR+zb9iEy/YSIEJYy2hVYz8flVjKaOHnImoZhhGa8u0lYkwiWBjq0j92EjoqMIIuWDItWNFopXpOEyye5dKebmHQgrbNdZXa+weybFidOrAEyOx1haLTM1HmdhoYRfU/CrCrtzccIhD7ppcXhXBr9fQ5Ek2v0+l12Q3D2Z5IwLjdWGcx0nslEW3SacTCLEmSub9HWReteg3TcZS/i4suLULvqw2Ztymnls26lx9PtUTi06+wy6IKhIIgubrtl5NsZlFzoTIR+nFh1onEhFSHh9jCdCIAgcHEmhqhInXajMxYJsufWPjZ5jku5RJE4t5XnrTILR0d037PK/H/J4PIyOjjI6OoplWVQqFba3t5mbm6PX6xGNRgdAuVPDaNs2V65cIZ/PD+ARbl47+Td/8zf0ej0ef/xxfuInfuK+v4e70eLiIpubm7zhDW8YLAuHwzz55JN8+ctfHgLkUNfr5R6thCEY3atudP2G1+4bU4IgDKKOJ0+eRJblwcP1XvQvXrOPn33/n6NpMog2S6stdu9OsbZeYd9ElG2lRQCJg5Mp2pUGU2kfmtdPLq1QKLdIJQKcmt1AkyU6gOlTEG2blizgtaAjgk+AtiLjF0Saiohk2Ih96FomwZaF5JEJ1EwEv4zZNGgFJbSWhRlwpu2YPhHFsLFtsFSJYNUGUSbYk2hpEDQkKqpJGIWqYBIxZRp9i6ApYVsCgmDTVQVsScISQTZtlJqAaIiobejERHoZgVNGEyUhYVstuiHYH4uzuOzUQZqWDcDEqAOPAIrqPKYjYQ9nL21g23Bwb5Zzc3kCfo2+YdLrGxzen+PS4jaj0RCCYfPoZAaf3zEOV7JRwkEPy5s2Ab+HWTf1PRL3sVBwPgAUzQO0iQY0Lq2VsWyYTPpYKrqG4tkYEUVjIhNFsOHIZAafpgy8HxXFOU+PInHFBclroXI8EeakO4JxJhvDLylMpiJINjw6lkEQ7IFh+XQywmKhzNueOMSuXdP3dO/dqa71gtz5P1AsFgdAuTNHu9/vUyqVePzxx2/q7bgDkn//93/Pe9/7Xj7zmc/w1FNPvSDv41ba3HS+AKTT6euWp9PpwWt3oyFA3kepNRNZuWp30Q/f2lz0xdTLPVoJQzC6Fw2h/BtXO80G2WyWffv2sbi4SLN5B3NAb6EDB0c59OgYZ0+vMjYRYGWlSb9n0OsaXDy3juZVWV8qkxnxk99s88j+DBfObjI6GqG4UaOxXkft9DEtm4hm0er2CQY91Ds9JE1CArqigCBbNCUBj2nTlQXCJtRloGfTUm3EvoUpO2lpfwv0rknQsOlZJqptY4VV5JqBHlXQuzpGWKHf7GN6RFq2idYxEP0Kasug7hNRuiJVr0lYl6gqJoFtG13R8fQspLhKv6nTiUmoVQtCAsGWjG4ZeFSFNV+P4CGNp9UGmUyQtKUhN0X2TCYJhjy02j08XoW5RQeqYlE/+e0GkZCX2QUXtMbjnL60gSyLrOSr9PoGkaCXc3MODOyaTHBlpUg6HmB1vYJHknhkLEm13kHvd1AkkX1jCWRZYm7NAcHRdIzSfB5ZFKh1nedEOqSx6EYaDb3PxbUyggDpWJBKtcN0JkK/a3BkPEPIr7FZayIJArLbXKPJ0sAaaDodHQCmJsuccO2K9o8mURHJRQO0Gk3edWwPMy8QPH69BEEYeEFOTExgGAalUonFxUUajQaSJHHlyhWSyeRN52j/wz/8A//qX/0rPv3pT/Pud7/7jiOoH/jAB/i1X/u1W65z8eJF9u3b97ze2/3UECAfoNTajac3PKxgOYTKoW6n4fV7+cq2bZaXl5mdnWXfvn2MjY0Btx9leKf6/n/1Sn7u9J+TX2/hD6isrpTZvTfD5ctbTE2HqNe79LsWoiAwO7dFIu5nba3K/n1ZLs5tIrR62GEf7Y6O4PPQMEBEpo+M3OpiBT0IhS74VeyujiIJWB4Z2TCQwx6keh8rqCDXdYywitgxsH0yWGApApItIHQsTEkkUDHpWxDrCdRNG1/bph0QUCxoCDaSCaIlYnYtvF0bXbBQRBs9KGH1bMywjN0wMDSReEOkaZqEWxJ1v4HasqhoBt4NCyEgIdZ1VqMmNUOnltZJVxV6W9t4ajaHohm8iIyNRek0euyfTBGNemm1dSzbwjQtRtNh4vEApy+tgyAMml+mRmOuz6ZTG7lVbiKrIhfmN2l1dCazQeZWnTrEPRNJzJ7JRDpCp63z6GSGoF+j3Ozg96gEAh42G9v4NZl51+B8LOZj2W3oCXg1zi5tIYkC0aCXYq3NaCLEVqHBvlScVDRIvdul3u7h15zJOIoksuzO4B6Jhbi4se1Ef/UehbbB977uyXu+5+6XZFmm2WzS6/V4xStegW3bbG9vs7q6yoULFwgGgyQSCYLBIPF4nC996Uu8+93v5lOf+hTf//3ff1fp95/+6Z/mh37oh265zvT08wPrTCYDwNbWFtlsdrB8a2uLI0eO3PX+hgD5IujrwfJhBUoYQuVQt9fXXz+x9+Kcx1D3rmq1yvHjx4lGo4NltxpleDc6eHiUVx+f5NTXFhgdi1KVutDuM5EMUN0osX8qhiDI7JpI0unoeH0qmUQISRIJYNMUBPy2RVsAr2HRViRk20IHRK+GAJgBDZ8k0vaLhCWRmmURUjWaHQsvMr02iKJCqCei2za+nkAfm5ANHQ94TJGWwzfYmkRLt5EFmZ4IoQagyviaNoYsIvag7hHxI1EVTUKmSK1r4bdFxI6AZYkotkhLsBA8El3RxtMQUBQJoWhiqgKW4PhR+jsibUPH07Bphi16oyK1PQLVcgE1ZxP32axeKBOL+FhcKdLXTQ49MsK5SxuoikS73UdB5OCeLNVGhwNTKQIBDwGvBoJNo9Uj5NcYz0Y4O+9YAHUNB2omslHmXDufaNDL6St5JFEgHvFRqLSYyES4vLBNKuRl93iCVlfHtCzAJNLRMS2T8+6Emz25GBfd8YyRgIe1Up1Wp0ep0aHUcKDyUqFANhRgZiROq9cnGw7i8yisl+sgQMcWeecrDhD0Pjeq92JpYWGB1dVVjh8/PvA+DYVC7Nq1i36/P2jE+e3f/m3+9E//lE6nww/90A/xzne+865rN681Lb/fmpqaIpPJ8IUvfGEAjPV6naeffpp/9+/+3V3vbwiQD4FuFKkcQuWLqyFUDvWNJkEQOHLkyHPqHW82yvD56Hv/zWv4yj/McuVMnuRImMULeXKTIUrrbUK+AAtXNvEHNERFpF7vsmtvmkuXC2iYyJKMWeshyzK6biIZfURNRq7WUUM+es0OmldFt0wkQUD3aYi6jh7wILa69AMaUr2HGfLQbfXRVRGjb2FYFkgiYkWnq0p4myaGADG/Rr3bx+tRaIgWXcvGFkVsy0a2JLq2hbdj0xZNtL6FHVLQOgadsITUMNFDEoGOTV+08dsiXd1AsJ2mHGQRQRUwuzYhJBRFQlIEDA+Ypo0sCER7KobHoh01OWFUsZ8QkWyB9hWTFJ5BanvvTJozlxzbn41CnUKxwcxkkq+eWgZg/+4MS6sVAn6VxeUiqYCX6ckkra5OOhrAo8mO6bducsntrH5kOsNZt15R1RQs26ZnmJy6nKfT09k/meKCa+fz6EyW7WoDjyJgdLuMhTVEWRpYAz0ymea023wT8XtZK9Up1luY2GzXWqQjAS6tttBEgQOjSURZ4Xu/6dH7cr/dDy0uLrKyssKxY8duaJyvqiq5XI5cLsd3fdd38cd//Md80zd9E//8z/9MLpejWCzi9XofyLmtrKwMZnabpjnwuZyZmRmc6759+/jYxz7GO97xDgRB4Cd/8if5lV/5FXbv3j2w8cnlcrz97W+/6+MPAfIh1RAqHz59PVQOgXKobwTdrxQ2wPh0kie/eYIT/7SKLNkoqkirZpBMB8mvVdh3IMf83BbTk2ka9Tzl7QaSCF1TxINNV5ZR9D66qiFjY9ogeDQsw0LwefHIAm1bJiAKtExQbRGjbSDaEmrHxhBkQjp0DfCLAoZtIQhgSwKWJKOLAroqoEoCddPEJ8u0LZuwIdKSbLxtAVsWEEwbXRBQNJmGZWD7Jfp9G1OT0FqgCwLRjkCrb6AJ0A0IiDroIRm5bGJ5RDx96Nsmml+mbPdR6jaGT0RqmXgDGs12l35ExNsS6dk2AVGiIHZRdslc9hukWxopO4ip2xzcncHvV1nfqhMKaLQ6ThpgcjTGxQUnOhgNSKwW+phWn7mlbSr1Dnsmk5xxRx0e3J2hUmkxnYwgmDZHprNomkyl5czZTscDnL6yiShA1U2TZ2IBzi1uYlo2h3dlOe3a+ezKhLB0m7hXplFrsD8bRdNUyq0uiiSyfzzF6SVn3ahPYatmo5tQqHd59YEMscCDAa671dLSEsvLyxw7duy2RuAnT57kX/7Lf8kv//Iv89M//dMIgsDm5uYDg0eAD3/4w/zhH/7h4OejR48CTv3l6173OgBmZ2ep1WqDdX72Z3+WVqvFe9/7XqrVKt/0Td/E5z73ubv2gIQhQL6k9FJKfcNzofLlDpQwhMp7ldIESb+3fQxT6M9fN0q33a8U9o5e95YZLv7TIvlzm+w9Os7s6TWm9mcpbTdY7/QJ+TQuP73IvkdHuHwhj9XuInk0TBEUAFkkiI4pioiGgS3JWIaBTxXQ2zpeScQEFN1A8WtYtQ5qxEev0UXyazRbfQQBWoDQ1bF9KkKjg+VXERo6oiYjAIphIgc05HYP26cidwwnQmmLtGQI2CKNroHas7AVAatvEg6odNp9VJ9Ey7AQRAFTEVE7Tmd3tCtiaiKqLFNHJ4RGxTSI9WUsRYC2TV8VsHsWpl8i1pVo6DqK6Xy2CE2bbhjkgkVB6dDyGZwKVIlUJMSSjVQyeGw6x4XLW6QifoJejd0jUUyji+LxsX8qSDCoMbtcRBIF6i4IjmcjnJ/fwrJtwiEvp+fyCAKMuPPJ07EAs4tF0qEA06Mx2l2dVMiP1yNj29DodFkpOJAymYkyv+U03Ixm4pxe3AJajEQ01qs9VFmkUW9zcCSJItiUGk3SIR/paJAr+TL/6nVH7tu9di9aXl5mcXHxjuDx7NmzfMd3fAc/8zM/M4BHuFpz+KD0B3/wB7f1gLRt+7qfBUHgIx/5CB/5yEfu+fhDgHwJ66UepXy5ASUMo5RDvfx0PwGyVqvRaNV4yw8f4c9/82kWLqyTHo2yeDHPI8cnuHBylVgqSLMusXhxE1WEnkdDE226togq2vR1m45pYpt9bFVB1FtYmobc72OIIpJlY5gWyDJmo48kq0gtHUmS8RgWXcuZyy1ZFrYko5hgaioyAqZHRZYlepaFrCp0DQuPpmBZIIgSQUGi0TeJWTI9LMKCAIqM3jewPQp2z8LWZFRLwDYtJFFA7JgIghtttSwUj0jF7CH3bFqajdYxsYKik1b3igR1mbpkEKwL9AUTryChBwS0vkDTYxPvKRheC0mSKNl9wjUZwSPQFPpYOYn/095CGrPJBjycPZ9HFCCTCrKwUGQkE+bychHDtHh0f458oc7ukTihkJdI0IcgQqurEw/7yKVDAy/JcMjLZqVJS+xxcbFArdVlZjTO6StOmvvonhyb5Qa5sSShgEbIq9LpG+QrzgjKmVyMK+4IxclkkLlNBzZHIhrrtR6yKKCIMj/0LY8RfQiij8vLyywsLHDs2DFCodAt17148SJvfetbed/73sfP//zPPxC/yodVQ4C8j1LrOlb87sPA9/UcXkJRymHae6ihHn7dL4Dc3Nzk7NmzBINBRkZCRP4/Cf7f3/9HJMtgfCzM2rlVDh7IMH9+nYldKZbmtuh1+0iaQt8W8KkiXQN8qkhfB1sQkHXDSUcrBp2+ic8j020baIpMv91D8CjI/S6WJOKRJfotE59fo9vqoQY0up0+pqogiNCxbHxehVazi9ej0NJ7iKIAgoBh2QS9Mq1Wj7BXodPtg20jemV6dQPJr2DVdAyPiN8S6ekGfk2i1zdRRAHZp9DXLTyqQK9v47VBkERkQwCvim0JoEnEUGgaOlFDwpTA6lvoPhvKJi1NcL0ne6iqRN1jojUtpKBEp6aDR0TriViSjTelcsms03tcJGV76DYFsmIQj1fFMC1G0mHOX9nEMCwyqRDPXlgDAXaNxZlfLRENe1leK5OJ+JnMxWj3DI7MONNxVrdrmJZJq+ekCtKxAOcWt9ANk3jYx1fOO0boh3dlubJWJOb3ENBUHp3KIEtOLWjEp6HJNus1J12Qi2iUW22O5fw0m038fv+LBmIrKyssLCzw2GOP3RYe5+bm+PZv/3Z++Id/mF/6pV/6hoJHGALkfZdauz7/1g/ffFD7C6GXElDCyz9KOQTKoR5m3egBuFMDadv283pA7ox9W1xc5PDhw/R6PS5evEhwLMhjr9/FV//mIvFsBG0kQr/dY+/hUUr5KnazharJ6I0mqs+D0QZVERFMGcWyUDwqumEQUiQwLQKygCIKaF4ZRVUgoGAjoGgKum6iemQM00IQRcSQB0M3iQS0wTIA3TDx+730dB2PqmKYJrptEVRkeh2TqKbQ7Zn4ZQnLttDbBkGvit41UBUZq28jiM78ZcEEjyZjCjaWbiNLMp2eQUSWsSSwDAtLsDH7Bj0BfLJA0+yjCgKmbNPXDQS/jFy3MFWRuKDQ001CqkZd0In2ZCyPjagLqIqEJEo0ujoeS6DT1ekrNrIsUOh1KWBhTUpIhSbBUQlRFpjKxohGvPR0k0MzGbxeleV8GVkSSEQCTme2AJeWtqk1u8yMJThzOY9tw6N7sixtVpjORElGA2RjQQzLom9YeBSJTDzEObdxZjwT5fS88+9D0xkuLBUQBBhPhZny+okHvRi2xVufSNNtN3n66adRVXXQjRyNRgfG3A9aq6urzM/P89hjjxEOh2+57sLCAt/+7d/O93zP9/Crv/qr33DwCEOAfOAaAuW9aQiUQw314mpnHrBpmsjy3T0yTNPk7NmzVKtVnnjiCfx+P7Ztk0gkKBaLqP9CRfT2OfHXcwiWQCgWpLq2Ta/RIZb0IKkimZFxNJ9KJBnCH/YSSgQJxQOEYgES2Qi+gId4NvzAH+Dtdo9mo0et2uT06QvUay3iyRG6XYtuX6dSaWEYFtVaG1uAdk+n2zcwLItu36Bvmmi2hK5bKIaALYqYloUoCnhFkVpLJ6A49kKSCT5NRtQlWqJNTFTo9yw0UaSnm3gN0BUTs25iSeDzq1QNHZ8uICiABR5ZRDEk52fZaSYygiKmJHHCquLviXjaMuZ6nz3JGBcWCpiWxaN7c6xsVpjOxYhH/fR1ExsbG4iHfAT8GmcXnMaZ8WyUr15wIo4HdqWZW95GkUUUSWRXNkYk4MXEZt9oAkUROLeYBwQOTCQ5607DCXgc36R3v+FJZyKQaVIul9ne3ub8+fMYhkE8HieZTJJIJFBV9YH8ftfW1rhy5QpHjx69LTwuLy/zlre8hbe//e18/OMff8EA92HTECBfYD3MQPmwwyRcD5QvN5iEIVAO9fDp+QJkt9vl5MmTCILAk08+iSzLgyimpmmMjIwwMjLCoUOHeNN3l9jc3KJcLiGKznzpYDDIkSNHUJQX9zNyRz6fhiwLLC1fYmIqzJEjr73rc2u1emwW6qzlKxS2m5RrLYrlFrV2l3ZPp9booOMAp941sQWdgCBg6gay4nzeqRboioBRM1G9TkNOr2eSlFXago5sCGiqRL9v0bMMAqpKo9bD8IBXkWg3e/hkib7XQrRtxAMqV+w2WtzLiOVls9Cg2e4xlo3ytfOriKLArrEEl1eKBP0a3Z5BKhxgNB1GN00e3ZVF1SRWtqpIosAjU2mnNlKAmdEEl9eKeFUZjyYhI7B7NA6IHJ3OosgShWqTj/zQtw6+AEiSNIg+2rZNo9G4zrQ7FAoNXr9fqe61tTXm5uZ47LHHiEQit1x3fX2dN7/5zbzpTW/iU5/61DcsPMIQIF90XQuUDxNMwsMPlC/36CQMgXKoF1+iKCKKIoZh3HBk241Ur9c5ceIEsViMffv2DR7yN3rYyrJMOp0mnU6zvb3NmTNn8Pv9tNtt/vmf/5lEIkEqlSIejw9g9sVQu93mxIkThEIhDhw48LzOxe/X2DWVZNfUrY2ibdtmc7vB7HyeK8t5VtZLFKoN2n0LA5WeZaFrMoZhIiEiCwIdXUcVQFIlrC4Igk1IUqjVeng1EdsWoC8SVDWnO7xvYUo2dsumYvcIKwpn9TZmzCae9XK2uM1oLsxILExXNzg0k0HTZBbXy5iWxVK+QrHaYjQdZrvaots3eGQqxVaxwd7RJImIj0anx+7ROJJtMrteRRAFOrrF4uoWAa+Kpsh812sOMp2N3fA6CIJAKBQamHZ3u93BfOqFhYX7kupeX19nbm6Oo0eP3hYeNzc3efOb38zrXvc6/vN//s/f0PAILyGALJfL/PiP/zh//dd/jSiKvPOd7+STn/zkDY09d9b/xV/8Rf7u7/6OlZUVkskkb3/72/noRz96XXj6Rt9e/vRP/5R3v/vdD+y93EwPc3QShkD5MOhaoBzC5FD3WzeL5txNI83W1hZnzpxhenqa8fHxwX5vFylaW1tjdnaW/fv3k8vlsG2bWq1GoVBgbm6OXq9HIpEYAMMLGZms1WqcPHmSXC7H7t27H3i6XBAEsqkQ2VSI1z21FwDLsqhUKmxvb7O9vU2/36dveyjUTeZXN6m1DQxJo9rp0jVMOoaAblrEVY2eYSDbIrpooVoyfSxkWaDXNTAti7hfo97T8coSsiKhmxZmXGBZ7jLfaiG2LCY8YdYvVAn6NWIhp3byyJ4cggixkA+AcrPNdqVFJOjly+dWsGybmVyY2XwNVZF4dHeWVlfn6K4sHk1BVSS+9/VH7vi6eDweRkdHGR0dvS+p7o2NDWZnZzly5Mh105dupEKhwFve8haeeOIJ/ut//a8v6peZh0UvGYD8vu/7PvL5PJ///OfRdZ33vOc9vPe97+Uzn/nMDdff2NhgY2ODj3/84zzyyCMsLy/zoz/6o2xsbPC//tf/um7d//E//gdvetObBj/f7lvIC6WHKToJw3T3w6ZhdHKoF0p3ApC2bbOwsMDCwgKHDh0ikUgMUta3Ai7btpmbmyOfz/PYY48NHuSCIBCJRIhEIuzevZtWq0WhUGBlZYULFy4QjUZJpVIkk8nnZYJ8p9re3ubs2bPMzMwMgPjFkCiKxONx4vE4e/fupdlssrGxgbq2Ri4YJRKJDK6Hz+ejWm9z8vI682slVoo1CrU29U6HZq8PCNgWBAUVQzSw2iZRTcUwbCzTRpBAEyQarR6SLGCGBC5TI3zQi8/WCOseLMum0+szv1EmEw9RbXZotHvsHotTb/fYPZZAxqDV7bErFyUU8PDVi2sAHNmdZSlf4vd/+p1Op/vz0L2mujc2Nrh06RJHjhwhFrtxBHRHxWKRt771rRw6dIg//MM/HMKjq5cEQF68eJHPfe5zfO1rX+P48eMA/NZv/RZvfvOb+fjHP04ul3vONgcPHuQv/uIvBj/v2rWLX/3VX+X7v//7MQzjulqeSCRyV4afvV6PXu+qW3G9Xn8+b+uu9DBHJ4cw+XBoGJ0c6kFJluVbjjM0TZPz589TLpd5/PHHCQQCWJaFKIq3hEfDMDh37hytVosnnngCn893w/UEQSAQCBAIBJienqbT6bC9vc3W1hazs7MEg0FSqRSpVAq/33/P73dHO7VxBw4cIJ1O37f93qsEQUAURQqFAtlslqmpqUFq9/Lly/h8PpLJJI/NpHjdYzPP+R0sbZY4c3mT+UKZtWKV7XqLek+nb5mYWBiGDaJFWFJp93VEWUBSZXTDZMNuUZf6eCtQKrV5ZDpFudYhEwtyYDpFVzcRRBGj32Wh2EQ3bQ5MBTk1v4lPUzi0K4Nt2/z6j76FSPD+eD7ebap7a2uLS5cu8eijj94WHiuVCm9729vYtWsXf/zHf3zXjWQvZ70krsSXv/xlIpHIAB4B3vCGNyCKIk8//TTveMc77mg/tVqNUCj0nBvg3//7f8+/+Tf/hunpaX70R3+U97znPbf80PvYxz7GL//yLz+/N3Of9DBFJ4ep7odPQ5gc6vno+aSwe70eJ0+exLZtnnjiCRRFwbbt28Jjt9vl1KlTyLI82O5O5fV6GR8fZ3x8nH6/z/b2NoVCgYWFBbxeL8lkklQqRSgUuifrodXVVY4ePXrb9OYLrZ2U+ujoKLt27UIQBMbGxhgbG8MwjAE8nThxAlEUB/AUi8WQJInJTJzJTPw5+y3V25xb2uTZK2uslxsUGi2qdoeeaWH1AAEkUaBBl25IJhsJ0+z0SccDaJpMo9On1uzikSwWCg0kUeSJ/SPUO30OT2fwqAq1dpf/57tfw2TmwV3TW6W6dV3HsiwmJiZuO2GmVqvxtre9jVwux5//+Z8/sA7wl6peEgC5ublJKpW6bpksy8RiMTY3N+9oH8VikY9+9KO8973vvW75Rz7yEb7lW74Fn8/H3/3d3/FjP/ZjNJtN/sN/+A833dfP//zP8/73v3/wc71eZ2xsDKnRRZKcsUFm6IVz03+YYBKG0cmHTUOYHOpedTOAbDQaPPvss0SjUfbt2zdoKrhdc0G9XufUqVPE43H2799/T80IqqoOOroNw6BUKlEoFDhx4gSSJA3SunfaZGFZFhcuXKBSqQyshx4mlctlTp06xa5du5iYmHjO67Isk8lkyGQyWJZFtVqlUChw6dIldF2/ZZ1gPOTjtYenee3h6euWr25XeXp2lXNrW2zWWhQbTZqmQcHoEPKpyJaOYAgoqoSqWKyWWkyPxAj4NLqGiaZIeFSFrq7zy+/5VjKxW4Pb/dS1qe7NzU3Onz9PJpOhUqmwsrJy01R3o9HgHe94B7FYjL/4i7+44waybyS9qAD5gQ98gF/7tV+75ToXL1685+PU63Xe8pa38Mgjj/BLv/RL1732oQ99aPDvo0eP0mq1+I3f+I1bAqSmabe9maR6Z/DvIUw6GsLki68hTA71fHQjgCwUCpw+fZqpqSkmJibuqN5xZ7tz584xPT3NxMTEfW1Iubaje6fpZOd4lmUNIpM36+g2DIPTp0+j6zpPPPHEQwcNhUKBs2fPDhqNbidRFInFYsRisUHd5Pb29qCONBwOX1c3eTONJSOMJSN8F4cGyzq9Pl+7ss7JxQ2Wt6tYlkWtWEGSJA7vHaXW7GIJoKkyPk3l2O4R3vrKfUgvUufy1tYW58+f5/DhwySTThf8jVLd8/PzaJrGf/v/t3fnYVGV/f/A38PAMOyLLCOKAi4siqxCoKUJj+CS4OOSZSmmWH6jUjSXHrfUyq1yLbXHtSwtt9wyEUVTeRBZFBFJEcRtQERk32bO7w9+c2Jkm2F2/Lyui6s4c87hPjPqeXOf+74/27fDyMgIhw8fVukYW12m0QA5e/ZsREVFtbqPi4sLBAIBCgsLpbbX19ejuLi4zbGLZWVlCA8Ph5mZGQ4fPtzmY5LAwEAsX74cNTU1SvvHg8JkAwqT2oXCJHlRa4+wJWMgGYZBXl4e7ty5g759+8LW1lam8Y4Mw7A1hvv27dvkqZKyNZ504ubm1mRGd6dOndjwZGBgwK5baWhoCH9/f60b6/bw4UNkZ2fD09OzXe8dh8OBmZkZzMzM4OLigurqanZGd+Nxk7I++jcy5OG1Ps54rY8z6urq/v+anwLYdXfBw6cVKKuqBiMGenbuhB4O1hqt1CL5JaJxeASaf9R9/PhxbN26FSKRCG+88QYOHz6Md955R2Nt12Ya/Rsi6TZuS1BQEEpKSpCSkgI/Pz8AwNmzZyEWixEYGNjicaWlpQgLC4OhoSGOHj0q028R6enpsLKyUtlvnpIwqc4gCVCYVJQkTHbEIAlQmCStk5QzFIvFyMzMRFFRkVyTZcRiMbKysvD06VP4+/u3WWNY2dqa0W1ubo6Kigp06tQJffv21br1/fLy8pCbmyvTjGFZ8fl8ucZNtqS2thapqakwNDREv379wOVy0d2u6fhKTZH02np6eraaN7hcLszMzJCdnQ0fHx+sWbMGCQkJuHjxIgXIFmjXr1gtcHd3R3h4OKKjo7FlyxbU1dUhJiYGEyZMYLvxHz58iJCQEOzZswcBAQEoLS3F0KFDUVlZiZ9++gmlpaXsbGlbW1twuVwcO3YMBQUFeOWVV8Dn8xEXF4cvv/wSc+bMUfk1aapXEvgnTGpDkAT+CZO6FCQBCpOkY+JwOGAYRmobl8tFbW0tkpOTIRKJEBAQAB6PJ9Nkmbq6Oly7dg319fUICAjQ+OPAF2d0S8bF8Xg8FBYWIjk5me2ZbGmdYXVhGAZ37tzBw4cP4efnp7Lg3dq4ydraWnb9zRfHTdbW1iIlJQXGxsbw9PTUuuAtWYJJll7bmpoavPvuuyguLkZcXBysrKzw2muvqamlukknAiQA7N27FzExMQgJCWEXEt+wYQP7el1dHbKzs1FZWQkASE1NRVJSEgCgZ8+eUufKzc2Fk5MTDAwMsHnzZsyaNQsMw6Bnz5745ptvEB0drb4LAz3iltDVXkmg44dJCpL/kLeoAQC8//77OHPmDB49egRTU1MEBwdj1apVcHNzU2PL208kEuHx48ewtbWVmvTSVmCorKxEWloaTExM4O3trXWPhQsKCnDz5k24urqia9euTWZ08/l8dnmg9s7obi9Jr61kaSR1TeaRZdykra0tLCwskJWVBTMzM/Tp00crw+P169dlGi5RV1eHqKgoPHz4EPHx8Vo3615bcZgXf9UkcistLYWFhQVCPOZAn6ucR9/q7pVsTBvCpIQuBMnGOmqQbKytMCmqqUbW5s/YZbNkIfk75P7hl+AaKtZD1Z6fL49hw4bh8ePH2Lp1K1vUoH///i0WNQCAbdu2wc3NDd26dUNxcTGWLl2K9PR05Obmat2ixLW1tVI9kE+ePEFaWhqMjY3xyiuvyPTIGmhYP+/atWtqq94ir3v37iEnJ6fFR5uNZ3QXFRWxs3nt7OzaXTZPViKRiF0f09fXV+O9thKScZNCoRAlJSXQ19dH165d2UCpLZ9xUVERrl+/Dg8PjzbnSdTX12Pq1KnIysrC2bNnVT4298KFC1izZg1SUlLw+PFjHD58GJGRka0ek5CQgNjYWGRmZsLR0RELFy5sc/6IOmjXr4OERY+4G1CvpPZ5mXsl21PUAIDU8mFOTk5YsWIFvLy8kJeXhx49eqil7bKSPMKWTHq5ffs2BAIBKisrUVtbCx6P12ZQePToEbKystiePW0iqXwjFArh5+cnVdq2MUVndLeXZCa4SCSCv7+/Vq09yOfz0alTJ+Tl5cHBwQGdOnVif8GQZ9ykKj19+lTm8CgSiTBjxgzcuHED586dU3l4BICKigp4eXnhvffew7///e8298/NzcWIESPwwQcfYO/evYiPj8e0adPQuXNnhIWFqby9raEAqQNo4k0DXRorCdDEG017sUKULMtvtUUZRQ0qKiqwc+dOODs7w9HRUaH2qIpkLcQnT57A398fHA4HGRkZuHjxIqytrWFvb99sPWrJmL0HDx7A29sbnTppz2QK4J+evfLycvTv37/VpWsaa25Gt2T2ckZGRpMZ3e1VW1uLtLQ06Ovrw9fXV+se+VdUVCAlJQX29vbo3bs3OByO1LjJJ0+etDluUpWePn2Ka9euwd3dXabw+NFHH+HKlStISEiQqxqdIoYNG4Zhw4bJvP+WLVvg7OyMr7/+GkDDnJCLFy/i22+/pQBJZEe9kg2oV1L7KKtX0qAC4Na1vV9r9Gob/vtiOFuyZEmTdWDlpUhRg++++w5z585FRUUFXF1dERcXp1W9SxKSWbV1dXUIDAxkA1FQUBAqKyulZi9bW1uzYwS5XC5u3LiBsrIyrVyAu66uDunp6WAYBv3792/3e994RnfPnj2brdEt6Z2U59FzVVUVUlNTYWZmppUzwcvKypCamoouXbqw1W8kGo+b7N27NztuUlKXWjJu0s7OTubQLq/i4mJcu3YNbm5u6Ny5c6v7isVixMbG4sKFCzh37hy6dOmikjYpQ2JiIkJDQ6W2hYWFYebMmZppUCMUIJWIU1IGzv+/ezFWql1pX9O9ktoQJAHqldQ2BuX/BDhNu3//vtQYyNZ6H9VR1GDixIn417/+hcePH2Pt2rUYP348Ll26pDXj2yQyMjKgr68PLy8vNsRIFgg3MTGBs7MznJ2dUVVVhYKCAvZxNZfLBY/Hg5eXl9aFx6qqKnYcp6enp9Ier7ZUo1uy3qSkRveLVU5eJOnZs7Gxgbu7u9aMJZQoLS1FamoqunXrBhcXl1b3bW29yTt37rDrTSpz3KSkOo+bm1ubC6yLxWLMmzcPf/75JxISEpqt5qNNhEJhkzrs9vb2KC0tRVVVFYyMNDdfggKkinCelQGgIKkuFCTJi8zNzWWeRKOOogYWFhawsLBAr1698Morr8DKygqHDx/GW2+9JVMb1cXTs6HaiFgsbrWyjJGREZycnNCpUyd2AW7Jo3xzc3PY2dnB3t5eozc4oCH8pKWlwd7eHq6urioNZy/W6C4qKmpzRndzda21SUlJCdLS0tjKQfJ6cb1JycQkZY2bfPbsGdLT0+Hq6ipTeFy0aBGOHDmCc+fOtRmGSesoQKoYBUn1oiBJ2kPVRQ1eJJmkUlNT0+42q0JdXR0mTJiAwYMHIyIios1HgZJ19pycnODs7AwOh4Pa2loUFhaisLAQd+7cgampKRsm1d0zKZmNq4qyiW3h8XhwcHCAg4MDRCKR1ELdkhndfD4fd+/eRc+ePbWyJ+zZs2dIS0tDr169lDJe98WJSYqOm5SE2969e7f5GJphGKxYsQK//PILzp07h969eyt8PeogEAhQUFAgta2goADm5uYa/+WMAqSaUJBULwqSRBXaU9Tg7t272L9/P4YOHQpbW1s8ePAAK1euhJGREYYPH67hK5JWX1+P119/HQcOHMC8efMQGBiIUaNGISIiAo6OjmwAYxgG9+/fx507d5rMduXxeGx5uLq6OvaRbm5uLoyMjNgwaWpqqtJAJ3m07uHh0WYQVjUul9tkRve9e/fw4MED6OnpoaysDAUFBbCxsdGaZZ0kE1JcXV1VMkZQ1nGTksf/L5KEx169erU5059hGKxatQrbt2/H2bNn4e7urvTrUZWgoCCcPHlSaltcXByCgoI01KJ/UIBUMwqS6kVBkiibvEUN+Hw+/vrrL6xbtw7Pnj2Dvb09XnvtNVy+fFkty4bIw8jICLGxsZg1axYePnyIQ4cO4dChQ1i4cCF8fHwQERGBYcOG4fvvv8eQIUMwePDgFpfBAQADAwO2F05SLk9S7YXH48He3l7pi3QzDIPc3Fzcu3cPPj4+Siv9pyx6enqoqqpCSUkJvLy8YGhoyPbW3rhxg53Rrc7Zyy+S9Cy7u7urJXzLO25SMiyhZ8+ebfaMMgyDb7/9Fps2bUJ8fDw7RENTysvLcefOHfb73NxcpKenw9raGt26dcOCBQvw8OFD7NmzBwDwwQcfYNOmTZg7dy7ee+89nD17Fr/++itOnDihqUtg0ULiSiBZBDnU4X3o68m3TIiqg6SEphYm15YgKaErQVJCF4OkqLYa13e1byHxflFfgstTcCHxdvx80jKGYVBQUIDDhw/j119/xfnz52FgYIDo6GhMnTqVXc5FHiKRiB0L9+TJE3C5XLZn0tLSst1hUiwW49atWygqKoKPjw/MzNTz76s8Gte1frHiiaQXrrCwEGVlZbC0tGQn4ajrcWVBQQFu3LiBvn37Npm8oQmScZOSQMnhcFBfXw8HBwe4urq22mPLMAw2TpuWRQAAQ4BJREFUbdqElStX4s8//0RAQIAaW968hIQEvP766022T548Gbt27UJUVBTy8vKQkJAgdcysWbNw8+ZNdO3aFYsWLdKKhcQpQCqBIgFSgoKkelGQVB0KkB3Ts2fPMHDgQHTu3BmRkZE4efIk4uPj0atXL0RERGD06NHtmkEsFotRXFzMjpvkcDiwtbWFvb29XBVf6uvrkZGRgerqavj4+Gjd7HaGYXD79m08fvwYPj4+bf7ZrK6uZgP2s2fP2LGkdnZ2rc7oVsTjx4+RlZXVYnUeTZOMPzY3N0dNTQ1qampa7LFlGAbbtm3D0qVL8ccffyA4OFiDLe+YKEAqgTICJKC+EAlQkJSgIKl8FCA7JoZhsG/fPowbNw76+vpgGAYlJSU4duwYDh48iNOnT6Nbt26IiIhAZGQk+vXrJ/dahpKJFYWFhSgoKADDMFIVX1o6X01NDdLT08HlcuHl5aXQYt6q0Liuta+vr9yTiRrP6H769Ck7o1uZS+E8fPgQ2dnZ8PLy0roF4IGGfyNSUlLg7OwMJycnMAzD9tg+efIEZWVlsLCwgFgshrGxMa5evYoFCxbg+PHjeO211zTd/A6JxkBqEXWNjwQaxkhqIkRq4xhJXQqRhmVinQiRpOPhcDhSSw5xOBxYWVlh0qRJmDRpEkpLS3HixAkcPHgQQ4cOhZ2dHUaNGoXRo0fDz89PpjDZeGKFq6srnj9/joKCAty6dQt1dXVsmGw82aSiogJpaWmwsLBAnz59tG4B7sZ1rfv379+untEXZ3S/uBSOpGeyvTW679+/j9u3b8Pb21vrxowC/yxiLgmPQMvjJnfv3o3Vq1dDLBbjzTffhIGBAVu/nSgXBUgt1NEn2gANQVKbQiSgO72RNNGGaCNzc3O89dZbeOutt1BRUYE//vgDBw8exKhRo2BhYYFRo0YhMjISgYGBMs00blzxpXfv3uxMZclkExsbG5iamiI/Px9du3ZFz549tW4Nxfr6eqSnp0MsFqN///5K6RmVjBe1s7OTqtGdmZkJkUgEGxubJiG7Nffu3cPdu3fh6+sLS0tLhdunbGVlZUhJSUH37t3Z8NgcPp+Prl27onfv3jA0NMQnn3yC+/fvY9SoUcjMzNS6CWsdAQVILcZ5Vka9kWqki0GSQiTRRiYmJhg7dizGjh2LqqoqnD59GocOHcL48ePB5/PxxhtvYPTo0QgODpap3jOHw2EXhpeUD7x79y7u3r0LDoeD8vJyPHr0CLa2tlpTHlJSEpLH48HHx0cly/O8WKO7tLRUaka3pNRkS+/L3bt3kZ+fDz8/P60c7lFeXo6UlBR069YNzs7Obe5/5MgRfPjhh9i/fz9GjhwJoKEHWFuWRupoKEBqOeqNVD9deqxNvZFE2xkZGSEiIgIRERGora3FmTNncOjQIbz77rvgcDgYOXIkRo8ejVdffVWm8MfhcPDs2TMUFRWxZRMLCwvx4MEDZGVlwcrKiu2ha618pSppoq41h8ORqnYkGR8oeV8az+jm8/nIycnBw4cP4efnp5Wz1SXh0dHRUaaKMcePH8f06dPx008/seERAIVHFaK7jhKJn5Wo7NySIKlqkiCpbrzndWyPpDaQ9EbqCkmQJESb8Xg8DB8+HP/973/x6NEj/PLLL+DxeIiOjoaLiws++OAD/PHHHy1W6JHMZM7JyYGvry87I9nZ2RmBgYEYMGAAbGxsIBQK8ddffyE5ORn5+fmoqlLfv2vl5eVITk6GtbU1PD09NTb2ztTUlH1fBg4cCDs7Ozx58gSXLl3C+fPnkZ+fDw8PD5iammqkfa2R1AaXlHdsy6lTpzBlyhTs2LEDo0ePVkMLG2zevBlOTk7g8/kIDAzElStXWtx3165dbGlQyZe2rRQgL+qBVDJx8TPoWVu1vWM7qPORNkC9kbr4SBug3kiiGwwMDBASEoKQkBBs3rwZFy9exIEDBzBz5kyUlZVh2LBhiIiIQGhoKIyNjVFVVYWsrCxUVlaif//+zc5kNjIyQvfu3dG9e3fU1NSwSwP9/fffMDMzY9eaNDY2Vsk1aWtdaz6fj27dusHR0RE3b97EkydPYGFhgevXr4PP57OTk5Q1o1sRFRUVuHr1Krp06SJTz+PZs2cxadIkbN26FePHj1dDCxvs378fsbGx2LJlCwIDA7Fu3TqEhYUhOzu7xfGW5ubmyM7OZr/X9HutKFrGRwkkS5AMMXoT+px/HsGoKkgCtG6kuulKiJTQZIikZXyIIsRiMf73v//hwIEDOHLkCJ48eYLXX38dN27cQHBwMDZu3Cj3o+na2lp2ge6nT5/CxMREqj63Mm7kktJ/PXv2RLdu3RQ+n7IxDIObN2/i2bNn8PPzg5GRUZMF3SUzum1tbWFtba323lNJz2Pnzp1lmhR14cIFjBs3DuvXr8eUKVPUGsgCAwPRv39/bNq0CUDDn1tHR0d89NFHmD9/fpP9d+3ahZkzZ6KkpERtbVQ16oFUoY7SG0kTbHRrXCRAE2yI7tLT00NwcDCCg4Oxdu1anDx5ElOmTEFFRQUOHjyIsrIytqRia2UUG+PxeOjSpQu6dOmCuro6dk3FvLw88Pl8tqSimZlZu0KIpHqLu7s7WxNdm4jFYmRmZqKsrAz+/v7so9PmZnQ/efIEN2/elJrR3alTJ5kmOymisrISKSkpEAgEMoXHy5cvY/z48VizZo3aw2NtbS1SUlKwYMECdpuenh5CQ0ORmJjY4nHl5eXo3r07xGIxfH198eWXX6JPnz7qaLJK0B1GxcTFz1R27o4+LhKA1o2L1KWxkYZlYhobSXSanp4efvzxR4wePRolJSVITExEv3798PXXX8PZ2Rljx47Fjz/+iOLiYsj6MM3AwACdO3eGl5cXBg8ejJ49e6KyshJXr17FpUuX8Pfff6OkpETm8z148ACZmZno16+f1obHjIwMlJeXS4XHF0lmdLu5ueHVV1+Fr68vO9nm/PnzSEtLw8OHD1FbW6v0NkrCo729PXr16tVmGExOTsbYsWPxxRdf4P3331f7o+CioiKIRKImpR7t7e0hFAqbPcbV1RU7duzA77//jp9++glisRjBwcF48OCBOpqsEtQDqQYdpScSoHGRAPVGEqJOO3fuhJGRETgcDry9veHt7Y1ly5YhKysLBw4cwPfff4+PPvoIgwYNQmRkJEaOHAkbGxuZQgWXy4W9vT3s7e0hEolQXFyMgoICpKWlSfXOWVlZNTkfwzDIy8tDXl4efHx8mtS11gYikQjXr19HTU0N/Pz8ZF7i6MUZ3RUVFVIz3ZVZo7uqqgopKSmws7OTqa56WloaIiMjsWjRIsTExOjMOMKgoCAEBQWx3wcHB8Pd3R1bt27F8uXLNdiy9qMAqSYdIUQCmn2kTSGy/ShEEl3V3IQXDocDDw8PLF68GIsWLcKdO3dw4MABdpzZgAEDEBkZiVGjRsHe3l7mMGlrawtbW1v2cW5BQQEyMjLAMAwbJq2trcHhcNi61v7+/lq5DI5IJEJ6ejpEIhH8/PwUWsRcMtPd2dmZrfgimZykSI3uqqoqXL16Fba2tjKFx4yMDIwaNQpz585FbGysxsKjZJH2goICqe0FBQUQCAQyncPAwAA+Pj64c+eOKpqoFhQg1YhCpGIoRCpGF0Ikr1wMfQPFHrvX19Fj+5cJh8NBr169sGDBAsyfPx95eXk4ePAgfv31V8yZMwevvPIKuw5lly5dZAodjRfoZhiGrfYiGRtoYGCA+vp6+Pv7a+UyOPX19UhLSwOHw4Gvr69Sxy/y+Xw4OjrC0dERdXV1bC3q3NxcGBoasmGyrRndkp5HGxsbuLq6tvm53Lx5EyNHjmQnqWiy55HH48HPzw/x8fGIjIwE0DBUID4+HjExMTKdQyQSISMjA8OHD1dhS1VLu+8mHVBHGBMJaHa9SG2iS2MiAVovknRsHA4Hzs7OmDNnDi5duoTc3FyMGzcOx48fh4eHB4YMGYJ169YhNzdX5jGOHA4H1tbWcHNzQ3BwMExNTVFfXw8ul4srV67g+vXrEAqFqK+vV/HVyaaurg6pqangcrnw8fFR6eQXAwMDODg4sONJe/fujdraWqSnp+PChQu4efMmioqKIBZL/7tTXV2NlJQU9n1tKwxmZ2dj5MiRmDZtGpYsWaIVj61jY2Pxww8/YPfu3cjKysKMGTNQUVGBKVOmAAAmTZokNclm2bJlOH36NO7evYvU1FS88847uHfvHqZNm6apS1AY9UBqAPVEKoZ6IhWjCz2RhCiKw+HA0dERn3zyCT7++GMIhUIcPnwYhw4dwpIlS+Dp6cn2TMoycUNS15phGAwYMAD6+vooLy9HQUEB7t69i8zMTHTq1IkdG6iMutfykpRPNDQ0RL9+/dRaheXFGd0lJSVSvbaSGd2mpqZIS0uDtbU13N3d23zfc3JyMHLkSEycOBFffPGFVoRHAHjzzTfx5MkTLF68GEKhEN7e3jh16hQ7sSY/P19qGaRnz54hOjoaQqEQVlZW8PPzw+XLl+Hh4aGpS1AYrQOpBC2tA9mWjrBOJEBrRUroUogEVLdWpCLrQPqPXQF9A8XWgayvq8bVAwtpHUjSLIZh8PTpU/z+++84cOAAzp49i969eyMiIgKRkZHNhprGda29vLyaDWbl5eXswuXl5eVsHWo7Ozu11OeuqalBamoqjI2NNVoB50UMw6C0tBRPnjxBQUEBKisrYWhoCBcXlzbfm7y8PAwbNgxvvPEGNmzYoDXXRBpQD6QGdZSeSE3Rtp5IQoj243A4sLGxwdSpU/Hee++hpKQER48excGDB/H111+je/fuiIiIwOjRo9G3b1/k5OTgzp076NKlS6t1rU1NTWFqagoXFxdUVlaisLAQjx49wq1bt2BpaQl7e3u2DrWySR4JW1hYwMPDQ6uClmRGN5/PR0FBAWxtbWFhYcG+NxYWFmzQbjyj+8GDBxgxYgTCw8MpPGopCpAa1hFCpKYeZWsbepRNiG7hcDiwsrLC5MmTMXnyZJSWluL48eM4ePAgQkJCYG1tjadPnyIiIgLbtm2TOcQYGxvDyckJTk5OqK6uRmFhIYRCIbKzs2Fubs4uXK7oEjjAP5NRZH0krAk1NTVswO3Tpw87VrXxjO7bt2/D1NQUV69eRY8ePTBv3jy8/vrr+O677yg8aikKkB1cRw+R2tYLSSGSEN1lbm6Ot99+G2+//TYSEhIwatQoODk54fjx4+jbty9GjRqFyMhIBAQEyDy+UFKHulu3bqipqWEf5UoCkyRMNlfbuy2SBbhtbW1lmsmsCZKqLWZmZmx4lGhuRveKFSuQkJAAExMTWFpa4urVqwgMDNTgFZCW0J1DC6hyZvbLgGZmK4ZmZhPS1IEDB7BixQrcvHkThYWFWL9+PZ4/f46xY8fCzc0NsbGxuHDhglyzrw0NDdG1a1f4+flh0KBB6NatG1thJzExETk5OSgrK5Nphnh5eTmSk5Nhb2+v9eHR1NS0SXh8kYGBAXg8HgoLCxEZGYk9e/bg2bNn2LNnjxpbTORBk2iUoL2TaF7UESbV0ISaBrrUCwkod0INTaIhHQHDMM0GnurqasTHx+PQoUP4/fffweVyMXLkSIwePRqvvvpqu2Zf19fXo6ioCAUFBSgqKoKhoSHbM2lubt6kHWVlZUhJSYGjoyNcXFy0OjyamJi0OnZUori4GCNHjoSzszP279+vlolHRDHUA0mUitaHbEC9kITotpZCGZ/Px4gRI7B9+3Y8fvwYe/fuhYGBAaZNmwYXFxfMmDEDf/75J2pqamT+Wfr6+hAIBFLrKVZXVyM1NRUXL15EdnY2nj17BoZh8Pz5c6SkpKB79+7o0aOHVoZHyVqUxsbGMoXHkpISdqH3ffv2qS08bt68GU5OTuDz+QgMDMSVK1da3f+3336Dm5sb+Hw+PD09cfLkSbW0U1tRgNQiHWWRcUKI5in75sgwDBYvXozOnTvDyMgIoaGhuH37tiovQesZGBggNDQUW7ZswYMHD3Dw4EGYmZnho48+grOzM6ZNm4bjx4+jqkr2X6wl6yl6enpi0KBBcHNzQ319Pa5du4bz58+zj627d++uwitrv7q6OqSkpLB/jtoKj6Wlpfj3v/+NTp064eDBgzA0NFRLO/fv34/Y2FgsWbIEqamp8PLyQlhYGAoLC5vd//Lly3jrrbcwdepUth53ZGQkbty4oZb2aiMKkETpqBeyAfVCEk1Rxc1x9erV2LBhA7Zs2YKkpCSYmJggLCwM1dXV6rosraavr4/Bgwdj06ZNuHfvHk6cOAGBQIB58+bByckJkydPxqFDh1BRUSHzOfX09GBra4s+ffrA09MTIpEIFhYWKCwsxIULF5CZmYknT540qfSiKZKeRz6fj379+rUZHsvLyzF27FgYGRnhyJEjKlniqCXffPMNoqOjMWXKFHh4eGDLli0wNjbGjh07mt1//fr1CA8Px6effgp3d3csX74cvr6+2LRpk9rarG0oQGoZ6oUkhChK2TdHhmGwbt06LFy4EBEREejXrx/27NmDR48e4ciRI2q8Mt3A5XIxYMAAfPPNN8jJyUF8fDxcXFzw+eefw8nJCW+//Tb279+P0tJSmc5XVFSEa9euwd3dHf3798drr70GLy8v6Ovr49atWzh//jwyMjJQWFgIkUgzv7hKwiOPx5MpPFZWVmL8+PHgcDg4duwYjI2N1dTSf8ZnhoaGstv09PQQGhqKxMTEZo9JTEyU2h8AwsLCWtz/ZUABknQo2tYLSYi6qeLmmJubC6FQKLWPhYUFAgMDX+obqCz09PQQEBCAVatWITs7GxcvXkTfvn2xZs0aODk5Ydy4cfjpp5/YMY4vKiwsxLVr1+Dh4QEHBwcA/6xf6erqioEDB8LX1xd8Ph9///03EhIScO3aNbXW566vr0daWhoMDAzg5eXVZnisrq7GW2+9hZqaGhw/fhympqZqaadEUVERRCIRW3ZQwt7eHkKhsNljhEKhXPu/DChAEpXQ1GNsbUOPsYm6qeLmKPkv3UAVo6enBx8fH6xYsQKZmZlISUlBQEAANm/eDGdnZ4wePRq7du1CUVERGIbBuXPnkJGRAU9PTwgEgmbPKan00qtXLwwYMAABAQEwNTXF3bt3cf78eaSlpeHRo0eoq1PNL9f19fVITU2Fvr6+TOGxpqYG77zzDp49e4aTJ0/CwsJCJe0iqkcLib9kXoYSh4QQou04HA769OmDPn36YPHixbh9+zYOHDiAHTt24JNPPkGPHj2Qk5ODX375Bba2tjKf08zMDGZmZujRowcqKipQWFiI/Px83Lx5E1ZWVmxJRWVMVpH0PHK53BZrhDdWV1eHqKgoPHr0CPHx8bCyUt3Sda2xsbEBl8tFQUGB1PaCgoIWg7pAIJBr/5eBzvRAFhcXY+LEiTA3N4elpSWmTp2K8vLyVo8ZPHgwOByO1NcHH3wgtU9+fj5GjBgBY2Nj2NnZ4dNPP1Vbt39LaGFxQkh7qeLmKPkv3UBVg8PhoHfv3vjss8+QnJyMZcuWITc3Fz169MCECRMQHh6O7777Dg8ePJBpkXEJExMTODs745VXXsGAAQNgY2ODR48e4a+//kJycjLy8/PbPQlKJBIhLS0Nenp68Pb2bjM81tfXY+rUqcjJyUFcXBw6derUrp+rDDweD35+foiPj2e3icVixMfHIygoqNljgoKCpPYHgLi4uBb3fxnoTICcOHEiMjMzERcXh+PHj+PChQuYPn16m8dFR0fj8ePH7Nfq1avZ10QiEUaMGIHa2lpcvnwZu3fvxq5du7B48WJVXgohhKiMKm6Ozs7OEAgEUvuUlpYiKSnppb6BqkJ1dTUOHDiAM2fOICsrC7m5uRg7diyOHTsGDw8PhISEYP369cjLy5MrTBoZGaF79+4ICAjAwIEDIRAIUFhYiIsXL+LKlSvIy8tDZWWlTOeShEcOhyNTeBSJRPjggw+QmZmJM2fOyNyjqkqxsbH44YcfsHv3bmRlZWHGjBmoqKjAlClTAACTJk3CggUL2P0/+eQTnDp1Cl9//TVu3bqFpUuX4urVq4iJidHUJWicTjzCzsrKwqlTp5CcnAx/f38AwMaNGzF8+HCsXbuWHVjcHGNj4xZ/Qz59+jRu3ryJM2fOwN7eHt7e3li+fDnmzZuHpUuXtriYaU1NjdQisbLOpCPqoW31sQlRt9jYWEyePBn+/v4ICAjAunXrmtwcu3Tpgq+++gpAw81x0KBB+PrrrzFixAjs27cPV69exbZt2wA09JDNnDkTK1asQK9eveDs7IxFixbBwcEBkZGRmrrMDsnIyAjJycnsWEJHR0d88skn+PjjjyEUCnH48GEcPHgQixcvRr9+/RAREYGIiAj07NlT5kXFG9egrq2tRWFhIQoLC3Hnzh2YmprCzs4OdnZ2zU5uEYlESE9PB8Mw8PX1lSk8fvTRR0hOTkZCQoLW9Fi/+eabePLkCRYvXgyhUAhvb2+cOnWKHeebn58vNZ4zODgYP//8MxYuXIjPPvsMvXr1wpEjR9C3b19NXYLG6UQpwx07dmD27Nl49uyfR7v19fXg8/n47bffMHr06GaPGzx4MDIzM8EwDAQCAd544w0sWrSIXS5g8eLFOHr0KNLT09ljcnNz4eLigtTUVPj4+DR73qVLl+Lzzz9vsl3RUoaNUVlDxWhTgHzZyhoqUsow+F+fK6WU4eW4JS99KcNNmzZhzZo17M1xw4YNCAwMBNDwb6OTkxN27drF7v/bb79h4cKFyMvLQ69evbB69WoMHz6cfZ1hGCxZsgTbtm1DSUkJBg4ciO+++w69e/dW96W99BiGQVFREY4cOYKDBw/i7NmzcHNzQ0REBCIjI+Hm5tauCjV1dXV48uQJCgsL8fTpUxgZGcHOzg729vYwNTWFWCxGeno6xGIxfHx8oK/feh+UWCzGzJkzcfbsWZw7d05rFz8n7aMTj7CFQiHs7Oyktunr68Pa2rrVGYBvv/02fvrpJ5w7dw4LFizAjz/+iHfeeUfqvM3NKpS81pIFCxbg+fPn7Nf9+/fbc1mEEKIyMTExuHfvHmpqapCUlMSGRwBISEiQCo8AMG7cOGRnZ6OmpgY3btyQCo9AQy/ksmXLIBQKUV1djTNnzjQJj/JUv/nhhx/w6quvwsrKClZWVggNDW2yf1RUVJNx7OHh4e18RzoODocDW1tbREdH448//oBQKERsbCzS09MxYMAA+Pv7Y9myZcjIyJBrkXEDAwM4ODjA29sbgwYNgouLCyorK5GcnIyLFy/i8uXLqKmpgbe3t0zhce7cuTh9+jTOnDlD4bED0ugj7Pnz52PVqlWt7pOVldXu8zceI+np6YnOnTsjJCQEOTk56NGjR7vPa2hoqLZyS0R+2tT7SMjLQlL9ZsuWLQgMDMS6desQFhaG7OzsJh0AQEOIfeuttxAcHAw+n49Vq1Zh6NChyMzMRJcuXdj9wsPDsXPnTvZ7+rdXGofDgbW1NaKiohAVFYXnz5/j+PHjOHToEIYMGYLOnTuzPZM+Pj5tLrMjIanPLRAI2PKE1dXVqK+vR2JiIvuY28rKqklvp1gsxsKFC/H7778jISEBLi4uqrh0omEaDZCzZ89GVFRUq/u4uLiwg30bq6+vR3FxsVzjKSS/gd+5cwc9evSAQCBo8huvZJahtozTIIQQXdC4+g0AbNmyBSdOnMCOHTswf/78Jvvv3btX6vv//ve/OHjwIOLj4zFp0iR2u6GhIf17LAcLCwtMnDgREydORHl5OU6ePIlDhw5hxIgRsLa2xqhRoxAZGYn+/fu3OX4RaAiDN27cAIfDwYABA8DlclFcXIzCwkJcv36d7Q21t7eHpaUl9PT0sHz5cuzbtw/nzp1Dr1691HDVRBM0GiBtbW1lmo0VFBSEkpISpKSkwM/PDwBw9uxZiMViqccybZGMdezcuTN73i+++AKFhYXsb8hxcXEwNzeHh4eHnFejPKoc/0gIIcomqX7TeNZqW9VvXlRZWYm6ujpYW1tLbU9ISGB7uoYMGYIVK1ZodAkYXWJqaorx48dj/PjxqKysxOnTp3Hw4EGMGTMGJiYmeOONNxAZGYmgoKBmH0mLxWJcv34dtbW18PX1hYFBw9MdGxsb2NjYwM3NDSUlJWyYnD59OszMzPDo0SOcPXsW7u7u6r5kokY6MQbS3d0d4eHhiI6OxpUrV3Dp0iXExMRgwoQJ7Azshw8fws3Nje1RzMnJwfLly5GSkoK8vDwcPXoUkyZNwmuvvYZ+/foBAIYOHQoPDw+8++67uHbtGv78808sXLgQH374YYd9TEKLiBNClK091W9eNG/ePDg4OEiVSwwPD8eePXsQHx+PVatW4fz58xg2bJjG6j3rMmNjY0RGRuLHH3/E48ePsXXrVtTU1ODtt99G79698fHHH+PcuXNsxZqamhqkpaWhurpaKjw2pqenB2tra7i5ueHVV19FaGgo8vLyYGZmhiFDhmDp0qVqvkqiTjqxjA/Q8LgjJiYGISEh0NPTw5gxY7Bhwwb29bq6OmRnZ7PrWPF4PJw5c4ZdvsLR0RFjxozBwoUL2WO4XC6OHz+OGTNmICgoCCYmJpg8eTKWLVum9uvraDQ5A1ubvGwzsAlpj5UrV2Lfvn1ISEgAn//PLPwJEyaw/+/p6Yl+/fqhR48eSEhIQEhIiCaa2iHw+XyMGDECI0aMQF1dHRISEnDgwAG89957EIlEGDZsGK5fvw43Nzds27at2fDYGMMw+O6773D06FH89ddf8Pf3R3p6epvFPl4GT548gaenJz7++GN89tlnAIDLly9j8ODB+OOPP3T6z7HOBEhra2v8/PPPLb7u5OQktaiqo6Mjzp8/3+Z5u3fvjpMnTyqljcpAj68VQxNoCFG/9lS/kVi7di1WrlyJM2fOsE+HWuLi4gIbGxvcuXNHp2+82sTAwAD/+te/8K9//QubN2/G+fPn8f777+PevXvIzc3F//3f/yEiIgKhoaFS4V6CYRhs3boVK1euxB9//IH+/fsDQIvL4L1sbG1tsWPHDkRGRmLo0KFwdXXFu+++y3aI6TLqbniJvAzrP5L2o95H0l7tqX4DAKtXr8by5ctx6tQptkhEax48eICnT5+y49iJcunr6+Py5cswNjbGgwcPcPLkSdjZ2WHu3LlwcnJCVFQUDh8+jIqKCgAN4XHnzp1YunQpjh49qvGqRKoqeayo4cOHIzo6GhMnTsQHH3wAExMTdhF/XaYTC4lrO8kiyMpYSJwWEG8/bet9fFkfX9NC4i+n/fv3Y/Lkydi6dStb/ebXX3/FrVu3YG9v36T6zapVq7B48WL8/PPPGDBgAHseU1NTmJqaory8HJ9//jnGjBkDgUCAnJwczJ07F2VlZcjIyOiw49Q1raysDNXV1VITXMViMZKTk3Hw4EEcPnwYjx49wtChQ9GpUyfs27cPx44dw+uvv67BVjcYNmwYO76zrq4OU6ZMQf/+/Vt9ejl48GD07t1bauiasbGx0v/tqKqqQt++fXH//n2kpKTA09NTqefXBJ15hP0yoPBICNFV8paG+/7771FbW4uxY8dKnWfJkiVYunQpuFwurl+/jt27d6OkpAQODg4YOnQoli9fTuFRhczMzGBmJn2/0NPTQ2BgIAIDA7Fy5Upcu3YN+/fvx/r167Fu3TqtCI+qKnmsLDk5OXj06BHEYjHy8vI6RICkHkglUFYPJAXI9qPeR8Uo8/E19UASddu8eTNbttHLywsbN25EQEBAs/vu2rWLXatSwtDQENXV1ez3krKNP/zwA0pKSjBgwAB8//33tKbhC0QikUxrSaqDqkoeK0NtbS0CAgLg7e0NV1dXrFu3DhkZGc0usK9LaNCTlqDw2HG8zOGREHWTVMBZsmQJUlNT4eXlhbCwsCbFJxozNzfH48eP2a979+5Jvb569Wps2LABW7ZsQVJSEkxMTBAWFiYVMgm0JjwCqit5rAz/+c9/8Pz5c2zYsAHz5s1D79698d577yn1Z2gC3Tm0QEcIj5qkbb2PhBD1aVwBx8PDA1u2bIGxsTF27NjR4jEcDoct0ycQCKTWr2QYBuvWrcPChQsRERGBfv36Yc+ePXj06BGOHDmihisijc2fP7/JJJcXv27dutXu80+fPh1hYWHw9PTExIkTsWfPHhw+fBg5OTlKaX9CQgLWrVuHH3/8Eebm5tDT08OPP/6Iv/76C99//71Sfoam0BhIohT06LoB9T4Soj7trYBTXl6O7t27QywWw9fXF19++SX69OkDAMjNzYVQKJRa0NzCwgKBgYFITEyUWpuSqJ6mSx4ravDgwezi7BJOTk54/vy5wufWNAqQGtYReh8pPDag8EiIerVWAaelXilXV1fs2LED/fr1w/Pnz7F27VoEBwcjMzMTXbt2ZR93KlJVhyiPpksek5bRHUSDKDwSTaHw2H7tWWsOABITEzFkyBCYmJjA3Nwcr732GqqqqtTQYtJYUFAQJk2aBG9vbwwaNAiHDh2Cra0ttm7dqummEQWoquQxaRndRTSEwqNiqPeRaMrEiRORmZmJuLg4HD9+HBcuXMD06dNbPSYxMRHh4eEYOnQorly5guTkZMTExEgta0Pkp0gFHAkDAwP4+Pjgzp07AMAep8g5iWbs3bsXbm5uCAkJwfDhwzFw4EBs27aNfb2lksdDhw6Fm5sbZs+ejTFjxuDYsWOaugSdQo+wNaAjhEdNovCoGOp9bL/2rjU3a9YsfPzxx5g/fz67zdXVVS1t7sgaV8CJjIwE8E8FnJiYGJnOIRKJkJGRgeHDhwMAnJ2dIRAIEB8fD29vbwANy0wlJSVhxowZqrgMoiSqKnlMmkd3EjXrKOGRxj02oPCovUpLS6W+ampqFD5nYmIiLC0tpcruhYaGQk9PD0lJSc0eU1hYiKSkJNjZ2SE4OBj29vYYNGgQLl68qHB7CBAbG4sffvgBu3fvRlZWFmbMmIGKigp2rcdJkyZJTbJZtmwZTp8+jbt37yI1NRXvvPMO7t27h2nTpgFomKE9c+ZMrFixAkePHkVGRgYmTZoEBwcHNqQSQqgHUq0oPCqGwqNidCE88krroK+v2PuqV98w49HR0VFqu6TCiSLas9bc3bt3AQBLly7F2rVr4e3tjT179iAkJAQ3btygxakVJG8FnGfPniE6OhpCoRBWVlbw8/PD5cuX4eHhwe4zd+5cVFRUYPr06SgpKcHAgQNx6tQp8PmKLXJPSEdCAVJNOkJ4pDGP/9Cl8KgLwVEV7t+/L1WJprXyd/Pnz8eqVataPV9WVla72iEWiwEA77//Ptsr5uPjg/j4eOzYsYOtDU3aLyYmpsVH1gkJCVLff/vtt/j2229bPR+Hw8GyZcuk6iMTQqS9nHcWNaPwqBhtCo+1FlwKjzrC3Nxc6qu1ADl79mxkZWW1+tXeteYky4E07uECGmaN5ufnK3iVRNM2b94MJycn8Pl8BAYGsjN8mzN48OBmF8IeMWIEu09UVFST18PDw9VxKYTIhXogVYzCY/tpU3AEdKvXEXi5w6O8VLnWnJOTExwcHJCdnS21/e+//8awYcMUbzzRGEkZxS1btiAwMBDr1q1DWFgYsrOzm61zfOjQIdTW1rLfP336FF5eXhg3bpzUfuHh4di5cyf7fWu//BCiKXSHURE9aysKjwqg8KgYCo+q0Z615jgcDj799FNs2LABBw4cwJ07d7Bo0SLcunULU6dO1eTlEAXJW0bR2tpaqoRiXFwcjI2NmwRIQ0NDqf2srFR3LyGkvagHUgUoOCqGwmP7UXBUvb179yImJgYhISHQ09PDmDFjsGHDBvb1F9eaA4CZM2eiuroas2bNQnFxMby8vBAXF6eUUmlEM9pbRrGx7du3Y8KECTAxMZHanpCQADs7O1hZWWHIkCFYsWIFOnXqpNT2E6IoCpBKRuGx/Sg4KobCo3rIu9acxPz586XWgSS6rT1lFBu7cuUKbty4ge3bt0ttDw8Px7///W84OzsjJycHn332GYYNG4bExERwubr1b5I8vvjiC5w4cQLp6eng8XgoKSlp8xiGYbBkyRL88MMPKCkpwYABA/D999/TygZqQnccJdKzslTJeRkrMwqPakbhkRCiStu3b4enpycCAgKktk+YMAGjRo2Cp6cnIiMjcfz4cSQnJzeZTd7R1NbWYty4cXIt1r569Wps2LABW7ZsQVJSEkxMTBAWFobq6moVtpRI0F1Hy6kzOGoiPNZaGGhVeNTFWdYUHglRP0XKKFZUVGDfvn0yjYF1cXGBjY0NW2qxo/r8888xa9YseHp6yrQ/wzBYt24dFi5ciIiICPTr1w979uzBo0ePcOTIEdU2lgCgAKm1qNdR/XQpOALU60iIJjUuoyghKaMYFBTU6rG//fYbampq8M4777T5cx48eICnT5+yy0GRBrm5uRAKhQgNDWW3WVhYIDAwUOYxqEQxdAfSQtTrqF7U60gIaQ95yyhKbN++HZGRkU0mxpSXl+PTTz/F//73P+Tl5SE+Ph4RERHo2bMnwsLC1HJNukJS+am5MagtVYUiykWTaLRIR+9xBLSr11GXQiNAPY6ENGfw4MHw9vbGunXr1P6z5S2jCADZ2dm4ePEiTp8+3eR8XC4X169fx+7du1FSUgIHBwcMHToUy5cv18m1IGWt8OTm5qamFhFlogCpBSg4qp8uhUcKjoRoL3nKKAKAq6trs7P0AcDIyAh//vmnTD/3woULWLNmDVJSUvD48WMcPnwYkZGRrR6TkJCA2NhYZGZmwtHREQsXLkRUVJTUPps3b8aaNWsgFArh5eWFjRs3NpnoI6vZs2c3Of+LXFxc2nVuyTjTgoICqcf7BQUF8Pb2btc5iXzozqRBL8s4R20Kj7r4uJoQ0ryoqCicP38e69evZ8v+5eXlabpZalFRUQEvLy9s3rxZpv1zc3MxYsQIvP7660hPT8fMmTMxbdo0qcAqqayzZMkSpKamwsvLC2FhYU3Kd8rK1tYWbm5urX7xeLx2ndvZ2RkCgUBqDGppaSmSkpLaHINKlIN6IDVAXaERoAkyEroUGgEKjoTIYv369fj777/Rt29fLFu2DABkKknZEQwbNkyuUphbtmyBs7Mzvv76awANVZUuXryIb7/9lh1f2biyjuSYEydOYMeOHSpfwzQ/Px/FxcXIz8+HSCRCeno6AKBnz54wNTUFALi5ueGrr77C6NGjweFwMHPmTKxYsQK9evWCs7MzFi1aBAcHhzZ7YolyUIBUIwqO6kfBkZCOy8LCAjweD8bGxm0unfOyS0xMlJqxDABhYWGYOXMmAOVU1lHE4sWLsXv3bvZ7Hx8fAMC5c+cwePBgAA3jR58/f87uM3fuXFRUVGD69OkoKSnBwIEDcerUKfD5fJW3l1CAVAsKjupHwZEQQv4hFAqbnbFcWlqKqqoqPHv2TKHKOoratWsXdu3a1eo+L44d5XA4WLZsGdv7TNSLAqQKUXBUPwqOhBBCiOpRgFSBjj4xBqDgqAgKjYQoD4/Hg0gk0nQztJ5AIGi2ao65uTmMjIzA5XLbXVmHvJzoTqZEjKV6ZlVregFwbQmPkhnVuhIeX4YFwOtMgToTTbeCvEycnJyQlJSEvLw8FBUVQSwWa7pJWikoKEhqxjIAxMXFsTOWFamsQ15O1AOpQ+gxdQNdCYwSL0NoVBZuWTW43ObXyJMVI6pRUmuILpgzZw4mT54MDw8PVFVVITc3F05OTppulsqVl5dL1cfOzc1Feno6rK2t0a1bNyxYsAAPHz7Enj17AAAffPABNm3ahLlz5+K9997D2bNn8euvv+LEiRPsOWJjYzF58mT4+/sjICAA69atk6qsQ0hjFCC1HD2m/ocuBceOHhoB5QZHQtqrd+/eL2Xt46tXr+L1119nv4+NjQUATJ48Gbt27cLjx4+Rn5/Pvu7s7IwTJ05g1qxZWL9+Pbp27Yr//ve/UiUS26qsQ0hjHKalJfGJzEpLS2FhYYEQjznQ5yqn3BT1NjbQpdAIdPzgKEtoFNVUI2vzZ3j+/DnMzc1lOq8y/w7Vi2oQf3OtXD+fEEKIfKgHUotQb2MDCo3ah3obCSGENEYBUgtQb2MDCo7ahUIjIYSQllCA1BAKjQ0oNGoXCo2EEEJkoTN3w+LiYkycOBHm5uawtLTE1KlTUV5e3uL+eXl54HA4zX799ttv7H7Nvb5v3z6VXINk+R11h0dafkcxkuV3OnJ4rDOl8EgIIUR2OtMDOXHiRDx+/BhxcXGoq6vDlClTMH36dPz888/N7u/o6IjHjx9Lbdu2bRvWrFnTpAD9zp07ER4ezn5vaWmptHZTT2MDXQmLEh05LEpQYCSEENJeOhEgs7KycOrUKSQnJ8Pf3x8AsHHjRgwfPhxr166Fg4NDk2O4XG6T1fMPHz6M8ePHw9RU+s5paWmp1JX2KTQ2oNCofSg0EkIIUQaduGMmJibC0tKSDY8AEBoaCj09PSQlJcl0jpSUFKSnp2Pq1KlNXvvwww9hY2ODgIAA7Nixo0nB9hfV1NSgtLRU6gsARGZ8ejxNj6e1iuTRND2iJoQQokw60QMpFAphZ2cntU1fXx/W1tYQCoUynWP79u1wd3dHcHCw1PZly5ZhyJAhMDY2xunTp/F///d/KC8vx8cff9ziub766it8/vnn8l+IkmhLWJTQlbAo0VHDogQFRUIIIaqm0QA5f/58rFq1qtV9srKyFP45VVVV+Pnnn7Fo0aImrzXe5uPjg4qKCqxZs6bVALlgwQJ21X+gYRFkR0dHhdvZGm0KjRQYtQ+FRkIIIeqk0QA5e/ZsREVFtbqPi4sLBAIBCgsLpbbX19ejuLhYprGLBw4cQGVlJSZNmtTmvoGBgVi+fDlqampgaNh8RQxDQ8MWX1MWbQqMAIVGbUOBkRBCiCZpNEDa2trC1ta2zf2CgoJQUlKClJQU+Pn5AQDOnj0LsViMwMDANo/fvn07Ro0aJdPPSk9Ph5WVlcoDYnO0KTRSYNQ+FBoJIYRoC50YA+nu7o7w8HBER0djy5YtqKurQ0xMDCZMmMDOwH748CFCQkKwZ88eBAQEsMfeuXMHFy5cwMmTJ5uc99ixYygoKMArr7wCPp+PuLg4fPnll5gzZ45arkubAiNAoVHbUGAkhBCirXQiQALA3r17ERMTg5CQEOjp6WHMmDHYsGED+3pdXR2ys7NRWVkpddyOHTvQtWtXDB06tMk5DQwMsHnzZsyaNQsMw6Bnz5745ptvEB0drZJroMCoGAqMhBBCiHbgMG2tWUPaVFpaCgsLCwwOXAh9fT67nQKjYjp6YAQ6ZmgU1VQja/NneP78OczNzWU6RvJ3KMRjDvS5ig0fqRfVIP7mWrl+PiGEEPnoTA+kLqg1N4DYQHtCIwVG7dIRwyIhhJCXEwXIDoQCo3ahwEgIIaSjogCpoygsah8KjIrjlJSBo1er2DnENUpqDSGEkJZQgNQRFBi1C4VFQgghLzMKkFqIwqL2ocBICCGE/IMCpBbQpcBIYZG0hd4/Qgjp+ChAqhmFRe1CYUcxzb5/NASREEI6PAqQKqJLQRGgsEjaRu8fIYQQCQqQSlRrwYXYQPuDY0cPixR0FEPvHyGEkLZQgOzAOnpQBCjsKIreP0IIIe1BAbKD6OhhkYKOYuj9I4QQokwUIHUMBUXSGnr/CCGEqAMFSC3U0UMiQEFHUfT+EUII0SQKkBpEQZG0ht47Qggh2ooCpIpRSCStofeOEEKILqIAqUS1pnoQ8TpmYKSg03703hFCCOloKEASABRyFEXvHyGEkJcJBciXCIWc9qP3jhBCCPlHx3ze+pKqM239i7SM3jsiq+LiYkycOBHm5uawtLTE1KlTUV5e3uoxOTk5GD16NGxtbWFubo7x48ejoKBATS0mhBDlowCpI9oKOBRyWkfvHVGWiRMnIjMzE3FxcTh+/DguXLiA6dOnt7h/RUUFhg4dCg6Hg7Nnz+LSpUuora3FG2+8AbFYrMaWE0KI8tAjbC1AAUYx9P4RdcnKysKpU6eQnJwMf39/AMDGjRsxfPhwrF27Fg4ODk2OuXTpEvLy8pCWlgZzc3MAwO7du2FlZYWzZ88iNDRUrddACCHKQD2QKkY9h4qh94+0V2lpqdRXTU2NwudMTEyEpaUlGx4BIDQ0FHp6ekhKSmr2mJqaGnA4HBgaGrLb+Hw+9PT0cPHiRYXbRAghmkA9kEpUZwKIDdvej1DwI80TPyuBmMNT7BxMLQDA0dFRavuSJUuwdOlShc4tFAphZ2cntU1fXx/W1tYQCoXNHvPKK6/AxMQE8+bNw5dffgmGYTB//nyIRCI8fvxYofYQQoimUA8kURpZegup15Coy/379/H8+XP2a8GCBS3uO3/+fHA4nFa/bt261a522Nra4rfffsOxY8dgamoKCwsLlJSUwNfXF3p69E8wIUQ3UQ8kaRWFPdKaelOmyTaxftNtmmBubs6OOWzL7NmzERUV1eo+Li4uEAgEKCwslNpeX1+P4uJiCASCFo8dOnQocnJyUFRUBH19fVhaWkIgEMDFxUWm9hFCiLahAPmSoUBIWtNcIHwZ2NrawtbWts39goKCUFJSgpSUFPj5+QEAzp49C7FYjMDAwDaPt7GxYY8pLCzEqFGjFGs4IYRoCAVIHUeBkLTmZQ2EquLu7o7w8HBER0djy5YtqKurQ0xMDCZMmMDOwH748CFCQkKwZ88eBAQEAAB27twJd3d32NraIjExEZ988glmzZoFV1dXTV4OIYS0GwVILUFBkLSGgqD22Lt3L2JiYhASEgI9PT2MGTMGGzZsYF+vq6tDdnY2Kisr2W3Z2dlYsGABiouL4eTkhP/85z+YNWuWJppPCCFKQQFSiepMaRY2aR0FQd1nbW2Nn3/+ucXXnZycwDDSn/PKlSuxcuVKVTeNEELUhgIkIXKgAEgIIYRQgCQvCQp+hBBCiPJQgCRai0IfIYQQop0oQBKloLBHCCGEvDwoQL4kKOARQgghRFkoQGoQhTpCCCGE6CIKkEokMmHA8CkUEkIIIaRj09N0AwghhBBCiG6hAEkIIYQQQuSiMwHyiy++QHBwMIyNjWFpaSnTMQzDYPHixejcuTOMjIwQGhqK27dvS+1TXFyMiRMnwtzcHJaWlpg6dSrKy8tVcAWEEEIIIR2DzgTI2tpajBs3DjNmzJD5mNWrV2PDhg3YsmULkpKSYGJigrCwMFRXV7P7TJw4EZmZmYiLi8Px48dx4cIFTJ8+XRWXQAghhBDSIejMJJrPP/8cALBr1y6Z9mcYBuvWrcPChQsREREBANizZw/s7e1x5MgRTJgwAVlZWTh16hSSk5Ph7+8PANi4cSOGDx+OtWvXwsHBQSXXQgghhBCiy3QmQMorNzcXQqEQoaGh7DYLCwsEBgYiMTEREyZMQGJiIiwtLdnwCAChoaHQ09NDUlISRo8e3ey5a2pqUFNTw37//PlzAIC4Uc8mIS8ryd8DhpF/RYJ6pk7hn6+McxBCCGldhw2QQqEQAGBvby+13d7enn1NKBTCzs5O6nV9fX1YW1uz+zTnq6++YntEG7v35XJFm01Ih/H06VNYWFjItC+Px4NAIMAF4SGl/GyBQAAej6eUcxFCCGlKowFy/vz5WLVqVav7ZGVlwc3NTU0tks2CBQsQGxvLfl9SUoLu3bsjPz9f5humtiktLYWjoyPu378Pc3NzTTenXegatMPz58/RrVs3WFtby3wMn89Hbm4uamtrldIGHo8HPp+vlHMRQghpSqMBcvbs2YiKimp1HxcXl3adWyAQAAAKCgrQuXNndntBQQG8vb3ZfQoLC6WOq6+vR3FxMXt8cwwNDWFoaNhku4WFhc7e9CXMzc3pGrRAR7gGPT355ujx+XwKfYQQoiM0GiBtbW1ha2urknM7OztDIBAgPj6eDYylpaVISkpiZ3IHBQWhpKQEKSkp8PPzAwCcPXsWYrEYgYGBKmkXIYQQQoiu05llfPLz85Geno78/HyIRCKkp6cjPT1das1GNzc3HD58GADA4XAwc+ZMrFixAkePHkVGRgYmTZoEBwcHREZGAgDc3d0RHh6O6OhoXLlyBZcuXUJMTAwmTJhAM7AJIYQQQlqgM5NoFi9ejN27d7Pf+/j4AADOnTuHwYMHAwCys7PZGdEAMHfuXFRUVGD69OkoKSnBwIEDcerUKanHZHv37kVMTAxCQkKgp6eHMWPGYMOGDXK1zdDQEEuWLGn2sbauoGvQDnQNhBBCdAGHac9aG4QQQggh5KWlM4+wCSGEEEKIdqAASQghhBBC5EIBkhBCCCGEyIUCJCGEEEIIkQsFyGZs3rwZTk5O4PP5CAwMxJUrV1rd/7fffoObmxv4fD48PT1x8uRJqdcZhsHixYvRuXNnGBkZITQ0FLdv31blJch1DT/88ANeffVVWFlZwcrKCqGhoU32j4qKAofDkfoKDw9X6TUA8l3Hrl27mrTxxYWptf2zGDx4cJNr4HA4GDFiBLuPOj+LCxcu4I033oCDgwM4HA6OHDnS5jEJCQnw9fWFoaEhevbsiV27djXZR96/Y4QQQrQMQ6Ts27eP4fF4zI4dO5jMzEwmOjqasbS0ZAoKCprd/9KlSwyXy2VWr17N3Lx5k1m4cCFjYGDAZGRksPusXLmSsbCwYI4cOcJcu3aNGTVqFOPs7MxUVVVpxTW8/fbbzObNm5m0tDQmKyuLiYqKYiwsLJgHDx6w+0yePJkJDw9nHj9+zH4VFxerpP3tvY6dO3cy5ubmUm0UCoVS+2j7Z/H06VOp9t+4cYPhcrnMzp072X3U+VmcPHmS+c9//sMcOnSIAcAcPny41f3v3r3LGBsbM7GxsczNmzeZjRs3Mlwulzl16hS7j7zvCSGEEO1DAfIFAQEBzIcffsh+LxKJGAcHB+arr75qdv/x48czI0aMkNoWGBjIvP/++wzDMIxYLGYEAgGzZs0a9vWSkhLG0NCQ+eWXX1RwBfJfw4vq6+sZMzMzZvfu3ey2yZMnMxEREcpuaqvkvY6dO3cyFhYWLZ5PFz+Lb7/9ljEzM2PKy8vZbZr4LBiGkSlAzp07l+nTp4/UtjfffJMJCwtjv1f0PSGEEKJ59Ai7kdraWqSkpCA0NJTdpqenh9DQUCQmJjZ7TGJiotT+ABAWFsbun5ubC6FQKLWPhYUFAgMDWzynuq/hRZWVlairq4O1tbXU9oSEBNjZ2cHV1RUzZszA06dPldr2xtp7HeXl5ejevTscHR0RERGBzMxM9jVd/Cy2b9+OCRMmwMTERGq7Oj8LebT190EZ7wkhhBDNowDZSFFREUQiEezt7aW229vbQygUNnuMUChsdX/Jf+U5pyLacw0vmjdvHhwcHKRu8uHh4dizZw/i4+OxatUqnD9/HsOGDYNIJFJq+yXacx2urq7YsWMHfv/9d/z0008Qi8UIDg7GgwcPAOjeZ3HlyhXcuHED06ZNk9qu7s9CHi39fSgtLUVVVZVS/nwSQgjRPJ0pZUjUY+XKldi3bx8SEhKkJqBMmDCB/X9PT0/069cPPXr0QEJCAkJCQjTR1CaCgoIQFBTEfh8cHAx3d3ds3boVy5cv12DL2mf79u3w9PREQECA1HZd+CwIIYR0bNQD2YiNjQ24XC4KCgqkthcUFEAgEDR7jEAgaHV/yX/lOaci2nMNEmvXrsXKlStx+vRp9OvXr9V9XVxcYGNjgzt37ijc5uYoch0SBgYG8PHxYduoS59FRUUF9u3bh6lTp7b5c1T9Wcijpb8P5ubmMDIyUsrnSgghRPMoQDbC4/Hg5+eH+Ph4dptYLEZ8fLxUz1ZjQUFBUvsDQFxcHLu/s7MzBAKB1D6lpaVISkpq8ZzqvgYAWL16NZYvX45Tp07B39+/zZ/z4MEDPH36FJ07d1ZKu1/U3utoTCQSISMjg22jrnwWQMPSUDU1NXjnnXfa/Dmq/izk0dbfB2V8roQQQrSApmfxaJt9+/YxhoaGzK5du5ibN28y06dPZywtLdnlYN59911m/vz57P6XLl1i9PX1mbVr1zJZWVnMkiVLml3Gx9LSkvn999+Z69evMxERESpfOkaea1i5ciXD4/GYAwcOSC0NU1ZWxjAMw5SVlTFz5sxhEhMTmdzcXObMmTOMr68v06tXL6a6ulol19Ce6/j888+ZP//8k8nJyWFSUlKYCRMmMHw+n8nMzJS6Vm3+LCQGDhzIvPnmm022q/uzKCsrY9LS0pi0tDQGAPPNN98waWlpzL179xiGYZj58+cz7777Lru/ZBmfTz/9lMnKymI2b97c7DI+rb0nhBBCtB8FyGZs3LiR6datG8Pj8ZiAgADmf//7H/vaoEGDmMmTJ0vt/+uvvzK9e/dmeDwe06dPH+bEiRNSr4vFYmbRokWMvb09Y2hoyISEhDDZ2dlacw3du3dnADT5WrJkCcMwDFNZWckMHTqUsbW1ZQwMDJju3bsz0dHRarnhy3MdM2fOZPe1t7dnhg8fzqSmpkqdT9s/C4ZhmFu3bjEAmNOnTzc5l7o/i3PnzjX7Z0PS5smTJzODBg1qcoy3tzfD4/EYFxcXqTUsJVp7TwghhGg/DsMwjGb6PgkhhBBCiC6iMZCEEEIIIUQuFCAJIYQQQohcKEASQgghhBC5UIAkhBBCCCFyoQBJCCGEEELkQgGSEEIIIYTIhQIkIYQQQgiRCwVIQgghhBAiFwqQhBBCCCFELhQgSYcxePBgzJw5U9PNIIQQQjo8CpCEEEIIIUQuVAubdAhRUVHYvXu31Lbc3Fw4OTlppkGEEEJIB0YBknQIz58/x7Bhw9C3b18sW7YMAGBrawsul6vhlhFCCCEdj76mG0CIMlhYWIDH48HY2BgCgUDTzSGEEEI6NBoDSQghhBBC5EIBkhBCCCGEyIUCJOkweDweRCKRpptBCCGEdHgUIEmH4eTkhKSkJOTl5aGoqAhisVjTTSKEEEI6JAqQpMOYM2cOuFwuPDw8YGtri/z8fE03iRBCCOmQaBkfQgghhBAiF+qBJIQQQgghcqEASQghhBBC5EIBkhBCCCGEyIUCJCGEEEIIkQsFSEIIIYQQIhcKkIQQQgghRC4UIAkhhBBCiFwoQBJCCCGEELlQgCSEEEIIIXKhAEkIIYQQQuRCAZIQQgghhMjl/wGZgzuNOkJbzwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot3D(X,T,y_real) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test data: exact PDE solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([20000, 1]) torch.Size([20000, 1]) torch.Size([20000, 1])\n"
     ]
    }
   ],
   "source": [
    "# Transform the mesh into a 2-column vector\n",
    "X_test= X.transpose(1,0).flatten()[:,None].float() # the input dataset of x\n",
    "T_test= T.transpose(1,0).flatten()[:,None].float() # the input dataset of t\n",
    "Y_test= y_real.transpose(1,0).flatten()[:,None].float() # the real solution over (x,t) \n",
    "print(X_test.shape,T_test.shape,Y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Construct training datasets\n",
    "\n",
    "We construct training and development datasets containing [collocation points (CP)](https://en.wikipedia.org/wiki/Collocation_method) of the spatio-temporal domain (x,t), and samples of the [initial conditions (IC)](https://en.wikipedia.org/wiki/Initial_condition), and [boundary conditions (BC)](https://en.wikipedia.org/wiki/Boundary_value_problem).\n",
    "\n",
    "The dataset is given as:\n",
    "$\\Xi_{\\text{train/dev}} = [\\texttt{CP}^i, \\texttt{IC}^j, \\texttt{BC}^j]$, $i = 1,...,N_f$, $j = 1,...,N_u$  \n",
    "Where $N_f$ defines number of collocation points, and $N_u$ number of initial and boundary condition samples."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Samples of Initial Condition (IC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([200, 1]) torch.Size([200, 1]) torch.Size([200, 1])\n"
     ]
    }
   ],
   "source": [
    "#   Left Edge: y(x,0) = sin(pi*x) \n",
    "left_X = X[:, [0]]\n",
    "left_T = T[:, [0]]\n",
    "left_Y = torch.sin(np.pi * left_X[:, 0]).unsqueeze(1)\n",
    "print(left_X.shape, left_T.shape, left_Y.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Samples of Boundary Conditions (BC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([100, 1]) torch.Size([100, 1]) torch.Size([100, 1])\n",
      "torch.Size([100, 1]) torch.Size([100, 1]) torch.Size([100, 1])\n"
     ]
    }
   ],
   "source": [
    "#   Bottom Edge: x=min; tmin=<t=<max\n",
    "bottom_X = X[[0], :].T\n",
    "bottom_T = T[[0], :].T\n",
    "bottom_Y = torch.zeros(bottom_X.shape[0], 1)\n",
    "print(bottom_X.shape, bottom_T.shape, bottom_Y.shape)\n",
    "#   Top Edge: x=max; 0=<t=<1\n",
    "top_X = X[[-1], :].T\n",
    "top_T = T[[-1], :].T\n",
    "top_Y = torch.zeros(top_X.shape[0], 1)\n",
    "print(top_X.shape, top_T.shape, top_Y.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of training samples for IC and BC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([400, 1]) torch.Size([400, 1]) torch.Size([400, 1])\n",
      "torch.Size([200, 1]) torch.Size([200, 1]) torch.Size([200, 1])\n"
     ]
    }
   ],
   "source": [
    "# Get all the initial and boundary condition data\n",
    "X_train = torch.vstack([left_X, bottom_X, top_X])\n",
    "T_train = torch.vstack([left_T, bottom_T, top_T])\n",
    "Y_train = torch.vstack([left_Y, bottom_Y, top_Y])\n",
    "print(X_train.shape, T_train.shape, Y_train.shape)\n",
    "\n",
    "# Choose (Nu) Number of training points for initial and boundary conditions\n",
    "Nu = 200\n",
    "\n",
    "# Randomly sample Nu points of our available initial and boundary condition data:\n",
    "idx = np.sort(np.random.choice(X_train.shape[0], Nu, replace=False))\n",
    "X_train_Nu = X_train[idx, :].float()  # Training Points  of x at (IC+BC)\n",
    "T_train_Nu = T_train[idx, :].float()  # Training Points  of t at (IC+BC)\n",
    "Y_train_Nu = Y_train[idx, :].float()  # Training Points  of y at (IC+BC)\n",
    "print(X_train_Nu.shape, T_train_Nu.shape, Y_train_Nu.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Samples of Collocation Points (CP)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([-1.]) tensor([1.])\n",
      "tensor([0.]) tensor([1.])\n",
      "torch.Size([1000, 1]) torch.Size([1000, 1])\n",
      "torch.Size([1200, 1]) torch.Size([1200, 1])\n"
     ]
    }
   ],
   "source": [
    "# x Domain bounds\n",
    "x_lb = X_test[0]  # first value\n",
    "x_ub = X_test[-1]  # last value\n",
    "print(x_lb, x_ub)\n",
    "\n",
    "# t Domain bounds\n",
    "t_lb = T_test[0]  # first value\n",
    "t_ub = T_test[-1]  # last value\n",
    "print(t_lb, t_ub)\n",
    "\n",
    "#  Choose (Nf) Collocation Points to Evaluate the PDE on\n",
    "Nf = 1000  # Nf: Number of collocation points (Evaluate PDE)\n",
    "\n",
    "# generate collocation points (CP)\n",
    "X_train_CP = torch.FloatTensor(Nf, 1).uniform_(float(x_lb), float(x_ub))\n",
    "T_train_CP = torch.FloatTensor(Nf, 1).uniform_(float(t_lb), float(t_ub))\n",
    "print(X_train_CP.shape, T_train_CP.shape)\n",
    "\n",
    "# add IC+BC to the collocation points\n",
    "X_train_Nf = torch.vstack((X_train_CP, X_train_Nu)).float()  # Collocation Points of x (CP)\n",
    "T_train_Nf = torch.vstack((T_train_CP, T_train_Nu)).float()  # Collocation Points of t (CP)\n",
    "print(X_train_Nf.shape, T_train_Nf.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original shapes for X, T, and Y: torch.Size([200, 100]) torch.Size([200, 100]) torch.Size([200, 100])\n",
      "Initial and Boundary condition shapes for X: torch.Size([200, 1]) torch.Size([100, 1]) torch.Size([100, 1])\n",
      "Initial and Boundary condition shapes for T: torch.Size([200, 1]) torch.Size([100, 1]) torch.Size([100, 1])\n",
      "Available training data of IC and BC (X,T,Y): torch.Size([400, 1]) torch.Size([400, 1]) torch.Size([400, 1])\n",
      "Selected training data of IC and BC (X,T,Y): torch.Size([200, 1]) torch.Size([200, 1]) torch.Size([200, 1])\n",
      "Final training data of CP (X,T): torch.Size([1200, 1]) torch.Size([1200, 1])\n",
      "Final test data (X,T,Y): torch.Size([20000, 1]) torch.Size([20000, 1]) torch.Size([20000, 1])\n"
     ]
    }
   ],
   "source": [
    "print(\"Original shapes for X, T, and Y:\",X.shape,T.shape,y_real.shape)\n",
    "print(\"Initial and Boundary condition shapes for X:\",left_X.shape,bottom_X.shape,top_X.shape)\n",
    "print(\"Initial and Boundary condition shapes for T:\",left_T.shape,bottom_T.shape,top_T.shape)\n",
    "print(\"Available training data of IC and BC (X,T,Y):\",X_train.shape,T_train.shape,Y_train.shape)\n",
    "print(\"Selected training data of IC and BC (X,T,Y):\",X_train_Nu.shape,T_train_Nu.shape,Y_train_Nu.shape)\n",
    "print(\"Final training data of CP (X,T):\",X_train_Nf.shape, T_train_Nf.shape)\n",
    "print(\"Final test data (X,T,Y):\",X_test.shape, T_test.shape, Y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot collocation points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize collocation points for 2D input space (x, t)\n",
    "plt.figure()\n",
    "plt.scatter(X_train_CP.detach().numpy(), T_train_CP.detach().numpy(),\n",
    "            s=4., c='blue', marker='o', label='CP')\n",
    "plt.scatter(X_train_Nu.detach().numpy(), T_train_Nu.detach().numpy(),\n",
    "            s=4., c='red', marker='o', label='IC+BC')\n",
    "plt.title('Sampled IC, BC, and CP (x,t) for training')\n",
    "plt.xlim(x_lb, x_ub)\n",
    "plt.ylim(t_lb, t_ub)\n",
    "plt.grid(True)\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('t')\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()\n",
    "plt.show(block=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Neuromancer datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuromancer.dataset import DictDataset\n",
    "\n",
    "# turn on gradients for PINN\n",
    "X_train_Nf.requires_grad=True\n",
    "T_train_Nf.requires_grad=True\n",
    "\n",
    "# Training dataset\n",
    "train_data = DictDataset({'x': X_train_Nf, 't':T_train_Nf}, name='train')\n",
    "# test dataset\n",
    "test_data = DictDataset({'x': X_test, 't':T_test, 'y':Y_test}, name='test')\n",
    "\n",
    "# torch dataloaders\n",
    "batch_size = X_train_Nf.shape[0]  # full batch training\n",
    "train_loader = torch.utils.data.DataLoader(train_data, batch_size=batch_size,\n",
    "                                           collate_fn=train_data.collate_fn,\n",
    "                                           shuffle=False)\n",
    "test_loader = torch.utils.data.DataLoader(test_data, batch_size=batch_size,\n",
    "                                         collate_fn=test_data.collate_fn,\n",
    "                                         shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PINN Architecture in Neuromancer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZHYqtyYJs3Jv"
   },
   "source": [
    "### Neural Network Architecture\n",
    "\n",
    "We will use a neural network to approximate the PDE solution:\n",
    "$$\\hat{y} = NN_{\\theta}(x,t)$$  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuromancer.modules import blocks\n",
    "from neuromancer.system import Node\n",
    "\n",
    "# neural net to solve the PDE problem bounded in the PDE domain \n",
    "net = blocks.MLP(insize=2, outsize=1, hsizes=[32, 32], nonlin=nn.Tanh)\n",
    "\n",
    "# symbolic wrapper of the neural net\n",
    "pde_net = Node(net, ['x', 't'], ['y_hat'], name='net')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "symbolic inputs  of the pde_net: ['x', 't']\n",
      "symbolic outputs of the pde_net: ['y_hat']\n"
     ]
    }
   ],
   "source": [
    "print(\"symbolic inputs  of the pde_net:\", pde_net.input_keys)\n",
    "print(\"symbolic outputs of the pde_net:\", pde_net.output_keys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1200, 1])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# evaluate forward pass on the train data\n",
    "net_out = pde_net(train_data.datadict)\n",
    "net_out['y_hat'].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Define Physics-informed terms of the PINN\n",
    "\n",
    "Our neural network approximation  must satisfy the PDE equations  $NN_{\\theta}(x,t) \\approx y(x,t)$. \n",
    "Thus we define the physics-informed layers as $f_{\\texttt{PINN}}$:\n",
    "\n",
    "$$f_{\\texttt{PINN}}(t,x)=\\left(\\frac{\\partial NN_{\\theta}}{\\partial t} -\\frac{\\partial^2 NN_{\\theta}}{\\partial x^2}\n",
    "\\right)+e^{-t}(sin(\\pi x)-\\pi^2 sin(\\pi x)) $$\n",
    "\n",
    "We can obtain the derivatives of the neural net $\\frac{\\partial NN_{\\theta}}{\\partial t},\\frac{\\partial^2 NN_{\\theta}}{\\partial x^2}$ using [Automatic Diferentiation](https://en.wikipedia.org/wiki/Automatic_differentiation). \n",
    "\n",
    "To simplify the implementation of $f_{\\texttt{PINN}}$ we exploit the symbolic variable of the Neuromancer library. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuromancer.constraint import variable\n",
    "\n",
    "# symbolic Neuromancer variables\n",
    "y_hat = variable('y_hat')  # PDE solution generated as the output of a neural net (pde_net)\n",
    "t = variable('t')  # temporal domain\n",
    "x = variable('x')  # spatial domain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the symbolic derivatives\n",
    "dy_dt = y_hat.grad(t)\n",
    "dy_dx = y_hat.grad(x)\n",
    "d2y_d2x = dy_dx.grad(x)\n",
    "# get the PINN form\n",
    "f_pinn = dy_dt - d2y_d2x + torch.exp(-t)* (torch.sin(torch.pi * x) - torch.pi ** 2 * torch.sin(torch.pi * x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1200, 1])\n",
      "torch.Size([1200, 1])\n",
      "torch.Size([1200, 1])\n",
      "torch.Size([1200, 1])\n"
     ]
    }
   ],
   "source": [
    "# check the shapes of the forward pass of the symbolic PINN terms\n",
    "print(dy_dt({**net_out, **train_data.datadict}).shape)\n",
    "print(dy_dx({**net_out, **train_data.datadict}).shape)\n",
    "print(d2y_d2x({**net_out, **train_data.datadict}).shape)\n",
    "print(f_pinn({**net_out, **train_data.datadict}).shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# computational graph of the PINN neural network\n",
    "f_pinn.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PINNs' Loss function terms\n",
    "\n",
    "**PDE Collocation Points Loss:**  \n",
    "We evaluate our PINN $f_{\\texttt{PINN}}$ over given number ($N_f$) of collocation points (CP) and minimize the PDE residuals in the following loss function:\n",
    "\n",
    "$$\\ell_{f}=\\frac{1}{N_f}\\sum^{N_f}_{i=1}|f_{\\texttt{PINN}}(t_f^i,x_f^i)|^2$$\n",
    "\n",
    "\n",
    "If $f_{\\texttt{PINN}}\\rightarrow 0$ then our PINN will be respecting the physical law.\n",
    "\n",
    "**PDE Initial and Boundary Conditions Loss:**\n",
    "\n",
    "We select $N_u$ points from our BC and IC and used them in the following supervised learning loss function:\n",
    "\n",
    "$$\\ell_{u}=\\frac{1}{N_u}\\sum^{N_u}_{i=1}|y(t_{u}^i,x_u^i)-NN_{\\theta}(t_{u}^i,x_u^i)|^2$$\n",
    "\n",
    "**Bound the PINN output in the PDE solution domain:**  \n",
    "We expect the outputs of the neural net to be bounded in the PDE solution domain $NN_{\\theta}(x,t) \\in [-1.0, 1.0]$, thus we impose the following inequality constraints via additional penalties:\n",
    "\n",
    "$$\\ell_{y}=\\frac{1}{N_f}\\sum^{N_f}_{i=1} \\Big(|\\texttt{RELU}(NN_{\\theta}(t_{f}^i,x_f^i) - y_{max})|^2 + |\\texttt{RELU}(-NN_{\\theta}(t_{f}^i,x_f^i) + y_{min})|^2 \\Big)$$\n",
    "\n",
    "\n",
    "#### Total Loss:\n",
    "The total loss is just a sum of PDE residuals over CP and supervised learning residuals over IC and BC.\n",
    "$$\\ell_{\\text{PINN}}=\\ell_{f}+\\ell_{u} +\\ell_{y}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# scaling factor for better convergence\n",
    "scaling = 100.\n",
    "\n",
    "# PDE CP loss\n",
    "ell_f = scaling*(f_pinn == 0.)^2\n",
    "\n",
    "# PDE IC and BC loss\n",
    "ell_u = scaling*(y_hat[-Nu:] == Y_train_Nu)^2  # remember we stacked CP with IC and BC\n",
    "\n",
    "# output constraints to bound the PINN solution in the PDE output domain [-1.0, 1.0]\n",
    "con_1 = scaling*(y_hat <= ymax)^2\n",
    "con_2 = scaling*(y_hat >= ymin)^2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Train the PINN to solve the PDE\n",
    "\n",
    "We use stochastic gradient descent to optimize the parameters $\\theta$ of the neural network $NN_{\\theta}(t,x)$ approximating the solution to the PDE equation $y(t,x)$ using the PINN loss $\\ell_{\\text{PINN}}$ evaluated over sampled CP, IP, and BC."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define the optimization problem in Neuromancer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuromancer.loss import PenaltyLoss\n",
    "from neuromancer.problem import Problem\n",
    "\n",
    "# create Neuromancer optimization loss\n",
    "pinn_loss = PenaltyLoss(objectives=[ell_f, ell_u], constraints=[con_1, con_2])\n",
    "\n",
    "# construct the PINN optimization problem\n",
    "problem = Problem(nodes=[pde_net],      # list of nodes (neural nets) to be optimized\n",
    "                  loss=pinn_loss,       # physics-informed loss function\n",
    "                  grad_inference=True   # argument for allowing computation of gradients at the inference time)\n",
    "                 )\n",
    "\n",
    "# Visualize the problem graph. Note: must have graphviz installed in the system\n",
    "# problem.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Construct Trainer and solve the problem  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neuromancer.trainer import Trainer\n",
    "\n",
    "optimizer = torch.optim.Adam(problem.parameters(), lr=0.001)\n",
    "epochs = 5000\n",
    "\n",
    "#  Neuromancer trainer\n",
    "trainer = Trainer(\n",
    "    problem.to(device),\n",
    "    train_loader,\n",
    "    optimizer=optimizer,\n",
    "    epochs=epochs,\n",
    "    epoch_verbose=200,\n",
    "    train_metric='train_loss',\n",
    "    dev_metric='train_loss',\n",
    "    eval_metric=\"train_loss\",\n",
    "    warmup=epochs,\n",
    "    device=device\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 0  train_loss: 1760.5653076171875\n",
      "epoch: 200  train_loss: 9.44287109375\n",
      "epoch: 400  train_loss: 1.7678852081298828\n",
      "epoch: 600  train_loss: 0.9978035688400269\n",
      "epoch: 800  train_loss: 0.5323358178138733\n",
      "epoch: 1000  train_loss: 0.31976449489593506\n",
      "epoch: 1200  train_loss: 0.21733325719833374\n",
      "epoch: 1400  train_loss: 0.15941959619522095\n",
      "epoch: 1600  train_loss: 0.12006612122058868\n",
      "epoch: 1800  train_loss: 0.09137120842933655\n",
      "epoch: 2000  train_loss: 0.0708281397819519\n",
      "epoch: 2200  train_loss: 0.0525147020816803\n",
      "epoch: 2400  train_loss: 0.0429733507335186\n",
      "epoch: 2600  train_loss: 0.030613970011472702\n",
      "epoch: 2800  train_loss: 0.025473475456237793\n",
      "epoch: 3000  train_loss: 0.019273128360509872\n",
      "epoch: 3200  train_loss: 0.01856963522732258\n",
      "epoch: 3400  train_loss: 0.016935087740421295\n",
      "epoch: 3600  train_loss: 0.042569778859615326\n",
      "epoch: 3800  train_loss: 0.01148306392133236\n",
      "epoch: 4000  train_loss: 0.008972265757620335\n",
      "epoch: 4200  train_loss: 0.009409179911017418\n",
      "epoch: 4400  train_loss: 0.00731325289234519\n",
      "epoch: 4600  train_loss: 0.011214270256459713\n",
      "epoch: 4800  train_loss: 0.01368297915905714\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Train PINN\n",
    "best_model = trainer.train()\n",
    "\n",
    "# load best trained model\n",
    "problem.load_state_dict(best_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "kpRh89zM8Te8"
   },
   "source": [
    "## Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# evaluate trained PINN on test data\n",
    "PINN = problem.nodes[0].cpu()\n",
    "y1= PINN(test_data.datadict)['y_hat']\n",
    "\n",
    "# arrange data for plotting\n",
    "y_pinn = y1.reshape(shape=[100,200]).transpose(1,0).detach().cpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 526
    },
    "id": "ituXQapsciqE",
    "outputId": "982cffba-812a-4fc4-baf7-42ef29c3f339"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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55FKIpUAgEAgWAkIgFyiXg1wKsZw+QiwFAoFAsBAQArkIOZdcCrG8fBFiKRAIBIJLiRDIJcTlKJZCKs/PZGIppFIgEAgEs0UI5GXAZGK5lKUShFieDyGVAoFAIJgtQiDnkBZfCo9fA6CnEJvfi7kAIlopGI+QSoFAIBBMByGQF4nl/uSk2xejWAqpvDwRUikQCASCcyEE8hIzmVgKqZw/hFRODyGVAoFAIAAhkAuCpSCVS0UoQUjldDlTKnPnX25dIBAIBEsAIZALlMUmlUs5SglnS6UQynPjC557hR2BQCAQLA2EQC4iFrtULmWhBCGVAoFAILh8EAK5yDlTKheTUMLSlkohlAKBQCBYqgiBXGIsJqGEyytKKYTywnQZNQQMZVbnyBsW0Ds3FyQQCASCSRECOYe0+kfx+U9/SU8V6ubxalyEUC4chFAKBAKBYKkgBPIistI/MuG1EMrpI4RSIBAIBIKFhxDIS4gQytkzXiiXkkyCEEqBQCAQLB6EQM4jQihnx1KOTsJEoRQyKRAIBIKFhBDIBcRCF8qFLJOwtIVSRCcFAoFAsJCQ5/sCpssjjzxCW1sbPp+PLVu28OKLL55z3ze84Q1IknTWxzve8Y7qPu9///vPev+22267FLdyQVb6R6ofC4Hl/uSEj4VOUzBT/VhqxIKF6odAIBAIBJeaRRWBfPLJJ9m5cyePPvooW7Zs4aGHHmLHjh20t7fT0NBw1v7/9m//hq7r1dejo6Ns2rSJ3/7t356w32233ca3v/3t6muvd+Gt7Suik7NDzJ0UCAQCgWDuWFQC+eCDD3L33Xdz1113AfDoo4/y9NNP89hjj3HPPfectX9NTc2E1z/4wQ8IBAJnCaTX66WpqeniXfhFYLxQCpmcHktZJkHMnRQIBALBxWfRpLB1XWfPnj1s3769uk2WZbZv387u3bundI5vfetbvPe97yUYDE7Y/txzz9HQ0MD69ev58Ic/zOjo6HnPUyqVSKfTEz4A2rThad7V3LCQU90LnfFpbpHqFggEAoFgaiyaCOTIyAiWZdHY2Dhhe2NjI0eOHLng8S+++CIHDhzgW9/61oTtt912G+9+97tZtWoVHR0dfOpTn+Jtb3sbu3fvRlEmXxHjgQce4DOf+cyk7632DE14fUI/O7V+MVloqe7FFJmEpR2dFJFJgUAgEMwVi0YgZ8u3vvUtrrnmGm6++eYJ29/73vdWP7/mmmu49tprWbNmDc899xxvfvObJz3Xvffey86dO6uv0+k0ra2tk+47XigvtUzCwkp1C5lcOAiZFAgEAsFsWDQp7Lq6OhRFYXBwcML2wcHBC85fzOVy/OAHP+AP/uAPLjjO6tWrqaur4/jx4+fcx+v1EolEJnxMhdWeoerHfCDS3DNnqaa4AZHiFggEAsG0WTQC6fF42Lx5M7t27apus22bXbt2sXXr1vMe+8///M+USiXe9773XXCcnp4eRkdHWbZs2ayv+XzMp0yKOZMzR8yXFAgEAoFgkaWwd+7cyZ133smNN97IzTffzEMPPUQul6tWZd9xxx20tLTwwAMPTDjuW9/6Fu9617uora2dsD2bzfKZz3yG97znPTQ1NdHR0cEnPvEJ1q5dy44dOy7Zfc1nmnshpbjhdJpbpLjnF5HiFggEAsH5WFQCefvttzM8PMx9993HwMAA1113Hc8880y1sKarqwtZnhhUbW9v5xe/+AU/+clPzjqfoijs27ePxx9/nGQySXNzM29961v53Oc+N2+9IBeCTC4kkYTFJZNLTSThtEwKkRQIBAJBBclxHGe+L2Kxk06niUajfO/VawiEJ6/cng3zUXxTYSHIZIXFIJLjWYoyWeF8Mmnlixx73xdJpVJTnh88l/+G8hmL/+/1+6c1vkAgEAimx6KKQF6uiKiki4hKLhxEVFIgEAgub4RALjIqMinmSiaBxSWSsPRkUoikQCAQXJ4IgZxDVmhjjFB/ScaaL5GEhRmVXAwiCUs3KjlXInnSqMenz+7XUtEwZ3W8QCAQCC6MEMg5pk07vQziSaP2PHvODSK97SLS2wuDWLCASWm+L0MgEAgEF5lF0wdyMdKmjU4QyovNfPeVXCgslp6SsLQblAsEAoFg6SIE8hIgRHJ+ECIpEAgEAsHFQaSwLyHzld6+nFPbsLjmSS7V1LZAIBAIlhYiAjlPXMqopIhIuoiIpEAgEAgEc4MQyHlGiOSlZ7FIJAiRFAgEAsHCRAjkAuFSz5GcDxaSSC6maCQIkRQIBALBwkII5ALicohGAgtGImFxiqRAIBAIBPONEMgFyOUgkgspGgmLSyRFNFIgEAgE840QyAXMpRbJ+WAhiuRiQYikQCAQCOYLIZCLgKUejQSR1p4NQiIFAoFAcKkRArlIENHIS4+QSIFAIBAIJkcI5BzSpjoXfwwRjbykLKZopEhpCwQCgeBSIQRyjlmtOqy+yCJ5ubT8WUgsFokEEY0UCAQCwcVHCORF4lJIpEhpX1qERAoEAoFA4CIE8iKylKKRIqXtstgkUojk1HnkkUdoa2vD5/OxZcsWXnzxxfPun0wm+eM//mOWLVuG1+vliiuu4Ec/+tElulqBQCCYX4RAXgKWikSCSGnD4poXCSIaORWefPJJdu7cyf33388rr7zCpk2b2LFjB0NDk/+867rOW97yFk6ePMm//Mu/0N7ezje+8Q1aWlou8ZULBALB/CAE8hIhJHL2LCSJhMUXjRScmwcffJC7776bu+66iyuvvJJHH32UQCDAY489Nun+jz32GGNjYzz11FPceuuttLW18eu//uts2rTpEl+5QCAQzA9CIC8hQiJnj5DImXO5SWQ6nZ7wUSqVJt1P13X27NnD9u3bq9tkWWb79u3s3r170mP+/d//na1bt/LHf/zHNDY2cvXVV/OFL3wBy7Iuyr0IBALBQkOd7wu43FitOpwwpYt2/jZtlJNG7UU7/3hWe4Y4oTdckrHGs9I/wqlC3SUf91ws9yfpKcTm+zKmRFMww0AuPN+XcU66C7V4FG1W59ALBgCtra0Ttt9///18+tOfPmv/kZERLMuisbFxwvbGxkaOHDky6RgnTpzg2Wef5fd+7/f40Y9+xPHjx/mjP/ojDMPg/vvvn9X1CwQCwWJACOQ8ICRy9giJnDkLXSLniu7ubiKRSPW11+uds3Pbtk1DQwN///d/j6IobN68md7eXr785S8LgRQIBJcFIoU9T4h09uwR6eyZczmksyORyISPcwlkXV0diqIwODg4Yfvg4CBNTU2THrNs2TKuuOIKFEWpbtu4cSMDAwPouj53NyEQCAQLFCGQ84iQyNmz0CRyMXE5SORU8Hg8bN68mV27dlW32bbNrl272Lp166TH3HrrrRw/fhzbtqvbjh49yrJly/B4PBf9mgUCgWC+EQI5zywliRQsriik4DQ7d+7kG9/4Bo8//jiHDx/mwx/+MLlcjrvuuguAO+64g3vvvbe6/4c//GHGxsb46Ec/ytGjR3n66af5whe+wB//8R/P1y0IBALBJUXMgVwALJU5kWI+pIuYD7n4uP322xkeHua+++5jYGCA6667jmeeeaZaWNPV1YUsn/57u7W1lR//+Md8/OMf59prr6WlpYWPfvSjfPKTn5yvWxAIBIJLiuQ4zsUNgV0GpNNpotEop440EwnPLKh7MQUSuGRFNcC8SCSwoCQSWDQSCcypRJq5Ei+/+yFSqdSEIpbzUfk39If/9dt4QrOsws4a/P2v//O0xhcIBALB9BAp7AWCSGXPHjEfUiAQCASCS4MQyAXEUpHI+SqoWWgspvmQoqBGIBAIBNNBCKRgSSGikAKBQCAQXHyEQC4wRBRyaSGikAKBQCBYigiBFAgEAoFAIBBMCyGQC5CLHYW8VIjm4i4iCikQXD44joNlWYgGJ4KljugDeRlyKdfKFggEgssF27YxDIN8Po+iKKiqiqqqKIqCLMtI0sVt1yYQXEqEQAoEAoFAMAsqUUfTNCkUCoyMjBCNRlFV9xEryzKyLAuhFCwphEAKliQLbXUagUCwNHEcB8MwsCyL4eFhDhw4gKIoFItFgsEgsViMWCxGJBJB0zTy+Tx9fX2sWLECj8cjhFKwaFl0cyAfeeQR2tra8Pl8bNmyhRdffPGc+37nO99BkqQJHz6fb8I+juNw3333sWzZMvx+P9u3b+fYsWMX+zYuiJgHubQQ8yAFgqWHbduUSiV0Xae9vZ19+/axfv16brnlFl73utexatUqAE6ePMnu3bt55ZVX6OzspLOzk0KhQKlUIpfLkclkyGazFAoFdF3Htm0xh1Kw4FlUEcgnn3ySnTt38uijj7JlyxYeeughduzYQXt7Ow0Nky+fF4lEaG9vr74+8y+8v/zLv+Sv//qvefzxx1m1ahV/8Rd/wY4dOzh06NBZsikQCAQCQSVl3dXVRV9fH4ZhALBt2zb8fj+6ruPxeGhoaKg+m3RdJ5FIMDY2BsCLL75IOByuRijD4TCKolSDHWfOoaxsFwgWCotKIB988EHuvvtu7rrrLgAeffRRnn76aR577DHuueeeSY+RJImmpqZJ33Mch4ceeog///M/553vfCcA3/3ud2lsbOSpp57ive9978W5EYFAIBAsSsanrMfGxhgdHWXlypWsX78eWZaxbXvS4zweD42NjdTV1dHf389NN91ELpcjkUhw7NgxSqXSWUJpGMYEodQ0DUVRqilvgWA+WTQCqes6e/bs4d57761uk2WZ7du3s3v37nMel81mWblyJbZtc8MNN/CFL3yBq666CoDOzk4GBgbYvn17df9oNMqWLVvYvXv3OQWyVCpRKpWqr9Pp9GxvTyAQCAQLHMuyMAwDwzA4cuQIg4ODBINBNm7cOOVzVKKIXq+XcDhcDXAUCgWSySSJRIL29nZ0XScSiQihFCxYFo1AjoyMYFkWjY2NE7Y3NjZy5MiRSY9Zv349jz32GNdeey2pVIqvfOUrbNu2jYMHD7J8+XIGBgaq5zjznJX3JuOBBx7gM5/5zCzvSCAQnElvMYqmeGZ1DqOoz9HVCAQujuNgmiamaZJOp9m3bx8+n48rrriC/v7+GZ9zPH6/H7/fz7Jly3AcZ4JQHj58GNM0JwhlKBSqps7PrPAWQim4FCwagZwJW7duZevWrdXX27ZtY+PGjXz961/nc5/73IzPe++997Jz587q63Q6TWtr66yuVSAQCAQLj0pvx8qcx+PHj7N69WpWr17NwMDAtItdpjKPUZIkAoEAgUCA5uZmHMchn89XhbK3txfLsohGo1WhDAaD6LpejVAKoRRcbBaNQNbV1aEoCoODgxO2Dw4OnnOO45lomsb111/P8ePHAarHDQ4OsmzZsgnnvO666855Hq/Xi9frneYdCAQCgWCx4DhOVR6LxSKHDh0ik8lw4403Eo/HAVf0ZlotPZ3jJEkiGAwSDAZpaWnBcRxyuVxVKLu7u3EcpyqT0WiUYDBYjVBWin4qhTqqqoqCHMGsWTR/kng8HjZv3syuXbuq22zbZteuXROijOfDsiz2799flcVVq1bR1NQ04ZzpdJoXXnhhyue8WJwwxT/upURPITbflyAQCKZIpVBG13VGR0f51a9+hSzLbNu2rSqPcO5o4vnkbC7ETZIkQqEQy5cv55prruH1r389N9xwA/F4nFQqxb59+9i9ezeHDh2ir6+PsbExnn/+efL5PNlsllQqRTabpVgsYpqmaBkkmBGLJgIJsHPnTu68805uvPFGbr75Zh566CFyuVy1KvuOO+6gpaWFBx54AIDPfvaz3HLLLaxdu5ZkMsmXv/xlTp06xQc+8AHA/Uf4sY99jM9//vOsW7eu2sanubmZd73rXfN1m0uKE/rk7ZUEAoFgIVKJOhqGQWdnJ6dOnWL9+vW0traeJX+SJJ2z6tpxnPPK4lxKmyRJhMNhwuEwK1aswHEcMpkMiUSi+gFw5MiRaoSy0m5IkiRkWT6rKEdEKAUXYlEJ5O23387w8DD33XcfAwMDXHfddTzzzDPVIpiurq4J8zwSiQR33303AwMDxONxNm/ezPPPP8+VV15Z3ecTn/gEuVyOP/zDPySZTPK6172OZ555RvSAXOSIVWhmzkAuPN+XIBBccippXsMwKBQK7N+/H8MwuOWWWwiHJ/83cS7JupA8Xmw5kySJSCRCJBJh5cqVZLNZXnrpJcLhMCMjI3R0dKAoCvF4vCqUPp9vglCeOYdSCKXgTBaVQAJ85CMf4SMf+cik7z333HMTXn/1q1/lq1/96nnPJ0kSn/3sZ/nsZz87V5e44Dlp1M73JQgEAsGCYXxvx6GhIQ4cOEBTUxMbNmyormc9GeeLQE5lzEtFpbCmra2NtrY2bNsmnU6TSCQYGhri+PHjqKpKLBYjHo8TjUbxer2USiUhlIJzsugE8nJgqcx/FOlrFzH/USBYuIzv7Xjs2DH6+/u56qqrJhRWnouZStR8y5csy9WCm1WrVmFZVlUoBwYGOHr0KB6PZ0KEUgil4EyEQAqWHCJ9PXNE+lpwuTC+t2M2m2Xfvn0oisK2bdsIBAJTOselqsKeC84neJV0dqVAyLIsUqkUiUSCvr4+2tvb8Xq91ehkLBZD0zR03e25KoTy8kQI5ALjYkcfRfpaIBBc7liWRbFYBKC/v58jR46wYsUK1q1bN61+iTMVyIUuV4qiUFNTQ01NDQCmaVaFsre3lyNHjuD3+ycIpWVZEyKUlYIcVVWRZXnB37Ng+giBFFwU5it9vdCij4spfS2ij4KlTqW3o67r/OxnP6O+vp5UKsX1119PXd30f3dMJpBTFaVLGYGc7ViqqlJbW0ttrRuAMAyjKpTd3d0cPnyYQCBwllAODg4iyzJNTU1omlaNUAqhXBoIgVxAiOijQCAQXBzGF8qkUinAjazdeuutM14Y4lwRyAvJ0WKXJ03TqKurq0q3YRjVpuanTp3i0KFDhEIhHMfB7/dTU1ODZVkA1XW8x6e8hVAuToRACuYcEX10EdFHgWBhUOntaJomXV1ddHR0IEkSV1111axWFVsqcyBni6Zp1NfXU19fD4Cu6yQSCTo7O0kmkzz//POEw+Fq4U4kEsE0TcCdP3nmHEohlIsDIZALhKUSfRSV1y6LSR4FgqVKpbejaZoUCgUOHjxIPp/npptu4qWXXrqwxNkJMH4JkoqjvQ5JCk14ezZzIJfy6i8ej4fGxkZGR0fx+/00NzdXG5ofP36cYrF4llBW5qUKoVw8CIFcACwVeZxPFlr0cTEhoo+Cpcj4lPXo6Cj79++npqaGbdu2oWkasiyfX+L0X6Lm/hdIHmy5Caf4D5jaO5F9v1WVmcVSRDNfslppqO71emlqaqKpqQmAYrFYFcqjR49SKpWIRCJVoQyFQuctyqn0tRTML0IglziXUh5F6tplMUUfhTwKliKV3o6maXLixAm6urrYuHEjLS0tVfGQZfmcTcAlYw9K7k9AXgVOFhwTWwpA8duUSj9A8f8pmnfrokphzweO40xa1e7z+Vi2bFm112ahUKgK5ZEjR9B1vVqMUxFK0zSr4njmHEohlPODEMh5RjQNnx1CHmeOkEfBUmN8b8d8Ps/+/fuxLIutW7cSCk0t/ew4WSh+G8cxke2jmMoNOIBkvoAshVGdlRSzH6NYvBnk+xdFBHK+xrzQko4V/H5/NdXtOM4Eoezr68M0zQlCGQwGMQzjnEI5nVZMgpkjBHIeWSqpazHv0WUxyaNAsNSwbRvTNLEsi4GBAQ4dOkRzczPr169HUZSz9j9XBNIp/C2O8TNsZR0ycTBfAUyQ12DLjWD+Ck1uwDB+jMkr1NT8OrBj2td7uUQgpyuukiQRCAQIBAK0tLTgOA75fL4qlD09Pdi2fUGhrKS8hVBePIRAzhNCHmfPQoo+LjZ5FNFHwVKh0tuxkrJub29ncHCQa665hsbGxnMeN1kE0rYGoPiEe16zE10uISubUMy92FIE03geWb0B2XwVU4pjOUVWrfwnRhJHiYa+gqa1TemaL7c5kLNBkiSCwSDBYJDly5fjOA65XK4qlF1dXTiOU5XJWCxGJpNheHiYq6++etJVcoRQzg1CIOcBIY+zR8jjzFnI8jiYC6Ey87YqAGauNEdXI1jojE9ZZzIZ9u3bh6ZpbNu2Db/ff95jJUk6KwJpFP8eW1mPx+rFVlfjmC9i2Z1Yyo04TgoJE9t8EUd9HYp1EpUuCo4PyTrMaOp30Dy/CcYfcfz4cYLBYHV5QFU9+1ErIpAzQ5IkQqEQoVCI1tZWHMchm81WhfLkyZM4joOiKPT39xOLxfD7/ei6Xo1QCqGcG4RAXmKEPM4eIY8zZyHLo0AwHcZHHXt7ezl69ChtbW2sWbNmSkJwZhW2Y2cwiv8C5ChQj+TI1QekRRLb6kBRbwJHwjJ/joRMwamlQIqgo4PkxSx9h0zhR0RrPoRRvIGOjg4KhQLhcJh4PE5NTQ3RaPSymQNp2/ZFH1eSJMLhMOFwmBUrVmDbNh0dHYyOjjI2NkZnZyeyLBOLxYjH40QiEfx+P4ZhVI8fL5SVKm/BhRECeQkR8jh7hDzOHCGPgqXA+N6OpVKJQ4cOkUqluOGGG6pL7U2FMyOQRumHQM4dQ2mjZP4CVbkKTarBtn4JgGmdwsSDplwJ1iFkqQaPlEAngscZI2mG0LxFPL4vIsVuYc3aL2IafhKJBGNjYxw8eLDaQHtgYABFUQiHw0tWWC5GBPJCyLKMx+MhFApx9dVXY9s2mUyGRCLB8PAwx48fR1XVCULp8/kmjVCOr/IWnI0QyEvAUhFHENXWFYQ8CgSXnvG9HROJBPv37yccDnPrrbfi8Ximda4zI5Bp/Xk88kpk+xSm3QeAaR1El69AU25CMV/BVhqxzVcp2aBq25GMF/HKJqaTZtiIE9VyyGQpEcdyXqYv804C2u+xbNkHWbZsWbUg5JVXXiGXy/Hqq68iSVI1OhmPx/H7/XMuLIt5DuRMsG27GoWWZZloNEo0GqWtrQ3btqvreA8ODnL06FE8Hs85hVKW5bOKcoRQugiBvMgIeZw9Qh5njhBHwVLBtm2Ghobo6+vD6/XS2dnJunXrWLly5Ywe6OOrsHWznbz+Y/JoBDxvAP2XSBLIylXo5gFMC1T1JmQ7VT46RsF4AduWKJQaMLUkUS2B4cgYUh2SU0CmgIRCQf8aJ41nqA/cR9BzPcFgEE3TWLVqFfF4vBodGy8zFZmMx+OzWmpxvlkIAnkmsixXv7ZAdW30RCJBf38/7e3teL3eCULp9XonCOWZcygvV6EUAnkREfI4e4Q8zhwhj4KlQCVlbRgG2Wy2KpA333wz0Wh0xucdX4WdL/17eatByU5jSnUElTgWpyXEwqJgdeDXbgYLHPsFJAlMM46l6eiOhEwJyylhODYByY9CmrQTQpN66Mt9EE/x9SwPfnZCM/Px0bGKzIyNjdHd3c2hQ4eqxTg1NTXEYrFJC3Kmer+XmoUokGeiKAo1NTXU1NQAYJpmVSh7e3s5cuQIPp9vglB6PJ4Jq+RcrkIpBPIicCmag4v5jpeWxSSOIORRsDQYn7IeHh6mvb0dgG3bts1YpCqMj0DmSz8qD+ijZB7GcfJknBKKsgqNGmRJo2TuA2wKegcFXUJ11uH3daF6kviVFKYjk7CWE1N68ckOBdtLxgoTU7I4DhSdKEXrVxxJ/Q+kyBtxnDVnXdOZMmMYRrW6+NixY9U1pCsRymg0uqAriOdLIM+1As5UUFWV2tra6nxa0zRJJpMkEgm6u7vJZDIEAoEJQmnbdlUoLctClmWCweCSF0ohkHOMiDrOnoUkjiDkUSC41Izv7WhZFseOHaOnp4eVK1fS19c3a3mE0xHIvHGMAi2oDOHR1mMYewFQ1HXk9ReRpTAh7Xoc/adIEmSytfhCx4BRUN+Eo78MQMryElF6SVg+PJIfKBJXMxRsjZITwieVMG0DWbII1j9Fv/MK3tKnCXuvPec1appGQ0MDDQ3u7+JiscjY2NiEFVoqIlNTU0MoFJpUVi63OZCWZc3Jzwi4QllXV0ddnftcMgyjKpQnT54kl8sRDAarPSjT6TSlUokNGzYALOkIpRDIOeSkKRG68G4zP7+IOl5yFpM8CnEULAXG93bM5XLs378fcKOOpmnS09MzJ+NUqrBTpWdJ6nvQ5HqinP4da1rDAFhOnoS+D8tow2OV8IcGcQAcjZyxH0My0LgJRToCQEQp0m/4sfHQIBmAgk/Kk7FVQrKChUXekfDJXZzI/v/wFm5ideh+POqFnx4+n4/m5ubqkn/jG2qfPHmy2q7mYhbkTIfFGIG8EJqmUV9fT319PQC6rleFsrOzk3w+j6ZpnDhxglgsRjQaxbKsCSnv/v5+Dh48yHve856Lco2XCiGQiwARdbz0LCZxBCGPgqVBJepo2zZ9fX0cPnyY5cuXs379emRZJpPJTLr84EyoVGGnSs8BYFhJBu19BNQbCUkGRdMVV1VeT8Fud5+WnuuwFQ3JfA2PtpGc8QqyArpjUXIi6JaKR3KIKWkkCdKWRt6O0aQNEVMMUlacomMQUwrYKBRtHdPaw77kb1Hvey8rgndOWbjObKhdaVczNjZWLcjxer3zWoizGOZAzhaPxzMhSnz48GF0Xa/2o6z0Aa1EKCORCLt37+ZrX/vaohfIhTt5QsBJo/aSRh2FPLosJnkcyIWFPAoWPZVCGV3XKZVKHDhwgPb2djZt2sTGjRsntGSZS4E07SQ5Yx8APnU9tpMnaxwm49RiK6/Hsb2kM8bp65QMUvoessTQOf3vznByaNIIMnm6S3F0x20plLH9xNQx+o0wCbMer5wjrhbI2V7GzCBeqYDjZIEMw8XHeGn0dsZKe2Z8P9FolFWrVnHDDTfwa7/2a6xfvx5N0xgcHKRUKvHCCy9w7NgxRkZGqv0oLyYXMxJ4Pi6lQE5GOBxmw4YNbN26lVtvvZXW1lZM0+TYsWN85CMf4c/+7M8YHBzkpz/9Kfl8fsbj/PznP+c3f/M3aW5uRpIknnrqqQse89xzz3HDDTfg9XpZu3Yt3/nOd2Y8vohALlBE1PHSs5jEEUTUUbA0GF8ok06n2bdvHz6fj1tvvRWfzzdh34pAztUay7r8GmCXXweq75WsMfLWCWy9gbg/BoAi1ZM3j5Q/jzBcepGQej2FZA4tfAKAjB2l3jNIzvbQUwrT4s0Ablo7baskjRCNahbdChJSMiQsH1GlRNGJYDhFPFIX7ZlP4cmt48rIZ/CrM38OKIpSLQapra3l0KFDrFq1akJBTiQSqba0uRgFOfMZgZyv1L1lWSiKUn3t9XppamqiqakJgMbGxmoP0D/4gz9geHiYkZERgsHgtMfK5XJs2rSJ3//93+fd7373Bffv7OzkHe94Bx/60Id44okn2LVrFx/4wAdYtmwZO3bsmPb4QiAXGEIcLz1CHAWC+WH8coQ9PT0cO3aM1atXs3r16kkFoCI4cyEmsiwzLB8hrNyC6nRQtNzm4Qpx8mYnSBD0NTFiHyUq30hEDlC0f1E+th7oImseoSStJSrdjOTsQ5NrgCxeWceUAoxatShOFkeKEVEGCcowYISQgYDkEFWKpO0GTDtHTC1gOhpFu4TptPNS4veJqb/OVZE/QVG0Wd0ruMI8PtVaKBSq8yfHF+RU5k+eqyBnOlwOKewzOVMgz2TNmjXccMMNBINB/vEf/5Genp4ZySPA2972Nt72trdNef9HH32UVatW8Vd/9VcAbNy4kV/84hd89atfFQK5mLkcxBGEPM4GIY6CpcL43o6V5QgzmQw33nhjtcHzZFSkYC4EQZIk8sph0qVRgkorNVoE7FEKuTgE0u54agB0SBlHKCkb8auvxzFeJW+4EUeZEPi6SVsmAXUdmqPg2FCy/dRpWRTJoWgrZC0Fr6SgSTZexYNPTjNkhlEIEVGHQIaMFaZgS8TUHIYTAlKMmT/hv0ZfYG3oA6wIvGXW9zsev9+P3+8/qyBn/PrRlejkTAtyLkeBtG37vAIJVCu3JUmitbX1El0Z7N69m+3bt0/YtmPHDj72sY/N6HxCIOcZIY7zgxBHgWB+GJ+yHhsbY//+/cRiMW699VY07fyRtvECOVtMZQRTHgVAles4UdiPajTSFGiixCkcJPJmNwCaVEfGPE7GdIhom/BIFpgv49PWU3T2lq8tRkJ/haSxjIxhsy44AkDKrKFGGyFn+xkpBVnld7d7JQlJSjGgR6jTsuRsmaiSJ22F8EkGRceLIklIDHA0+xDHc9/nusinqPGum/a9XqiNz3QKcioRyqksHXk5CuSFIpAA2Wx2xlHH2TAwMEBjY+OEbY2NjaTTaQqFAn6/f1rnEwI5TwhxnB8WkziCkEfB0qISdTRNk87OTk6dOsX69etpbW2dkmjMpUDmlcPVz9OZJHjBVAv0WL3UaNcRkRWS5l4AfOpK8vprADio9JUOEdWuw+No5W0SebMXgIiaBrz0lFYQU/sJKW6RhCaZhNQSw0YDClkcfETUJLWayaBei0c2kCQHTSpRdKIYjoFXTqI7PkxHQXZ6eCF5D35lDTdFP0lQu3jPkPEr5KxatQrLsqqtak6dOsXBgwcJBoNVmTzXCjmXq0BeaOxcLldtFr+YEVXYl5jLqbJ6IcljTyG2qORRVFdfeh555BHa2trw+Xxs2bKFF1988Zz7/tu//Rs33ngjsViMYDDIddddx/e+971LeLWLi0rUUdd1CoUCe/bsYXBwkFtuuYUVK1ZMq3VNZbWP2VJQ2svXJmF63KhgSGvDcHIM6qcYs6J41S2oUhTLKZX3lcmYXe7xZoKTxeOks1fhZSMlexAAr7KOoKoT1YbpLNQzrEexbRjS6wgoOgElRdryk7e8FG2VghUgpGYJKAVGzRhZuxaPnCKo5MlZDRRtDa+ccHtPUiRlHOHZ0T/hxcTfoVuFKd/vbESuUpCzdu1abr75Zl73utdVxfLYsWP893//N3v27OHEiRMkk8mq4F+uAnmhCGQ+n5+XCGRTUxODg4MTtg0ODhKJRKYdfQQRgbxkiIjj/LCYpBFExHG+ePLJJ9m5cyePPvooW7Zs4aGHHmLHjh20t7dXiw7GU1NTw5/92Z+xYcMGPB4P//Ef/8Fdd91FQ0PDjCajL2XG93YcGhriwIEDNDU1sXHjxgs+aCdjLlr52LbNYLGAT63B5/GTldyHqiafXlu75GQZKJzAJ8epk+LgaIS0lSSMTgACahs5fR8lfzcZexM+zy3oxkuosgplvw2pNmEtS6/RQMFyqm3KZUcl7ElSsL2M6iFafG4qPW2q1GlpEmYtPrmAQxqvZJGzanCwUaQ8SEEkxugr/gd9xV+yNvhuro5cuAJ3Ljmz9+H4gpz9+/dj2zbRaNRd6Sefx+fzXVKRnK/2QTD1OZDh8KX/Xb9161Z+9KMfTdj205/+lK1bt87ofEIgLzJCHOcHIY6C6fDggw9y9913c9dddwFuteLTTz/NY489xj333HPW/m94wxsmvP7oRz/K448/zi9+8QshkGUqyxH29/fT29uLpmn09/dz1VVXsWzZshmfV1GUWQlksVjkxf0/Z7C2GxyZjZ4r8Zo6JTuBbufcMfCRMtxIY0Bt5FTxECG1jZC8HHAF0nAK5fuUSTunGC1miGnXopYvbaQUIuLJAiChEfek6S+1oltZmv1ukY5uh2jwpclYNeQtg1qtgCzZBOQkKbMOVbbxyGPkTQO/YlKyY/jkMVKmH48cQmaEw9l/4Hj+aa4JvZ81oddPes8XeynDyQpyRkdHq3NcFUWpFuPU1NTMKNo1HRZ6BLJSRDNbstksx48fr77u7Oxk79691NTUsGLFCu699156e3v57ne/C8CHPvQh/vZv/5ZPfOIT/P7v/z7PPvss//RP/8TTTz89o/GFQF4khDjOD4tJHIU0XlzS6fSE116vd9IVOXRdZ8+ePdx7773VbbIss337dnbv3n3BcRzH4dlnn6W9vZ0vfelLs7/wJcD4QplcLsfQ0BDhcJht27YRCAQufILzMJsI5OjoKK+99hpWUzmNJ8GIkSehe1njv4msdQyAsNbGsO5+ruDKTtYcos/xosnXEZJLpMqV2IreSMkz5H4uhegp7ccrXclgcYyIx5XMvOnBr0JIG6HHjNGd99PkG6Jgq/gBn5IhZzWStsAjjaLbcUKqG5Uc0uvxyQ6qlESVEgzpUcKqgkceRbcVHHwU7QQvpf6O/Zl/ZXP092kNnHt97YtNpSDH7/fT0dHBLbfcQrFYJJFIMDAwMOOCnOkwXwJZ6S5wobHz+fycRCBffvll3vjGN1Zf79y5E4A777yT73znO/T399PV1VV9f9WqVTz99NN8/OMf5+GHH2b58uV885vfnPEfvUIg55Auo4aAMf2UzEwRfRxPI8Rx4ZDK+y6803mOVZj58QBW3k2Vndke4/777+fTn/70WfuPjIxgWdak1YlHjhw597WmUrS0tFAqlVAUha997Wu85S2za7WyFBjf27G/v5+jR4+iKApbtmyZk4f6TATScRw6Ojro7Oxk48aNHPO2QwYcB1LGALqjM2TYZK0a2vxrkDmdbs2W18T2yTWkTLdXJJ4rUZTNSM4JLPt0NM2w3YKZot2Dz+PjULqJZb40Ec8YABnDS4M3iyQ59JYacDCpKW8PqmMokkPJ8lKyPXgdGQUb0zGQpQLDeg0+WaPW415PwvDjkSN45BGKthdZ0snavfx34q8IZ9dwa+wPqPG0VK/tUs9FrEQ9FUWpLuM3viBnbGysWpATCoWqQhmNRictyJkO8yWQlZ/LqVRhz/YPKXAzIeeLLk+2yswb3vAGXn311VmPDUIgFx0i2niaxSSNsPTFMZmrPEiL83odFbq7u4lEItXXc70ecDgcZu/evWSzWXbt2sXOnTtZvXr1Wenty4VK9MU0TUqlEkeOHGFsbIwrrriCkydPztkDfboCqes6r732GoVCgS1bthCJRPjvHvcPA68Vo4gbqdaUEFm9iwPZDMt964lrV1KwBsiaAwCEtGYyVqpyFfQWj6BKHoJWENXxo8kekuX5kVFtFSYnCaolRkpN6MUiq4MjDJdCtAaTANi2n5hvhIFSM2nDYFUwAUDWihPRhinYIQpmhKjWjySBVzaxpTwJvZ6wNoaDhiqNMqYHCKsSuuMAKhYZEvprPD30Keo91/K6mj+Y/Rd9BlTE5kxxHb9CDrjfn8r8yfb2dkqlEpFIpBqdjEQi0/rZcRxnXpdQhPMLZCXFPx9zIOcaIZCLBCGOpxHiuHA4LY0Lj0gkMkEgz0VdXR2KokxanVhZfmwyZFlm7dq1AFx33XUcPnyYBx544LIUyPEp61Qqxb59+wgEAtx6660Ui0U6OjrmbKzpCGQikWDv3r3E43Guv/56VFXFsIuM6qcA0OwwRaU8H7Fc0eyVgpwsdODgsC5wNVG5l5TRiV0WIseRSBhuyx6/UsOYtxuvFWOV7woKhedBAkU6Pb9NlSwi/hxDeg1F233kGrZMQHNlVJGyxDwyg6UWPPIofsUVSVkqgZQiYdbgwUaRJXxyAa88Rk8hSkTTkKUcYc0kZyrY+AkpKXTHh0UQWUrTp7/MPw8coNa5mhpumu2XflqcSyDPxOPx0NjYWM0AVApyxsbG6OnpwbZtYrFYNUJZacB9Lio/G/MhkJXuAFNp4zMfVdhzjRDIBYyQxtMIaVxYLGRxnC4ej4fNmzeza9cu3vWudwHuQ2jXrl185CMfmfJ5bNumVCpdpKtcuFR6O1qWRVdXFx0dHaxdu5a2tjYkSapWYM8VUxFIx3E4efIkx48f54orrpjQKuhU/iR+5Vqweqlk/yRHYcxw09NRrZlsyZ3fmLMtugspVvuuQy+np2PackaMfgCCah1Jc5ASWYaNHEVpFXVagHQ51Z3VPfjUJACm7aPWn6EjV49tybSF3dZBA4UQLcE0qjzKUKEBr+JQ6xlkoBSm0ZcBDIaLcQzHpt4bQEKizptDlhyG9SCW46fWkwB0RvUgHtlPQBnDdlQKtoQimQw6++it309x+DhvqHkfqjK3cw7P9T2A6afOJyvIGRsbI5FITFghpxKhPLMgp/KzMR/tgyrzHy809lzNgZxvhEAuQIQ4nkaI48JhKUnjmezcuZM777yTG2+8kZtvvpmHHnqIXC5Xrcq+4447aGlp4YEHHgDggQce4MYbb2TNmjWUSiV+9KMf8b3vfY+/+7u/m8/buKQ4joNpmpimSbFY5ODBg+TzeW666SZisVh1P0VRsCxrznoCXkggdV1n//79ZDIZbr75ZqLR6IT3uwonOJztQUJihRUi5K9DlX0M664UqvLpqQ5Jozzf0DQYNhKsD1yPT1GgLJAVqZQclRG9G9MpIdFKqVhLSAmSN3TimlsMM1KUaNEg7i2QLsY4kWugyZsjqBkAWI5EQMvjVQokzQimHcS2sziSg0+1iSo5LEemOxemLWghSwYSEcLaGAmjFtPOE9YsZClJxgxg2T4CagoHHznbQVMUOoq76eh7lfWB1/Fr8d9Cli/enP2ZCuR4xq+Qs2LFCmzbJp1Ok0gk6O/vp729Ha/XW5XJeDxeHXe+IpAXmv+o6zq6rhMKhS7RVV08hEAuEIQ0nkZI48JiKYtjhdtvv53h4WHuu+8+BgYGuO6663jmmWeqabWurq4JD6RcLscf/dEf0dPTg9/vZ8OGDfzDP/wDt99++3zdwiXFtm1M08SyLEZHR9m/fz81NTVs27btrOUIK1+3SyGQqVSKV199tVrxPVl1b1fBTad78HJCHkHJy1wfXk1AKZK3EuSsDAAhJU7KdItfgmqcIWOII/lTLPOspsZzHSWzh1HdXeowIrUw4vQAoGck0t5h0g4YRj0jhSJxX564z02R5wwNvzdNUHIYK0Ww8eC3hhgt+aj3u22EUrqfuC/JQKmGnK6xMlJeFlEP0hzMkLM9jOYjNPndNLhPyZByvGTNIF4lgUMIn5agYMXAySE5IWwMSnYGn5zlYO6nHMm/wDWBN7Ct5jcvSrSu8v2ey3PLsjyhIMc0zbNWyKkUp4yNjRGPx2fUa3SmTLWFDyAEcj545JFH+PKXv8zAwACbNm3ib/7mb7j55psn3fcb3/gG3/3udzlw4AAAmzdv5gtf+MKE/d///vfz+OOPTzhux44dPPPMMxfvJsoIaTyNkMaFxeUgjWfykY985Jwp6+eee27C689//vN8/vOfvwRXtbCo9HaspKw7Ojro6upi48aNtLS0TCoLlQfqVNqbTIXJBNJxHLq6ujh69OiE9PlkdBdOAhBVa8mbfViOzZBRoregclXwejJWWQrVBlKmK2iGY7r3gsqg3kNvyaDZs4a4BxLFg0jjopaWx53G4MGPExzDcmSOJptpCCQBGCsEaY645x0rKSwLJ0hYPgy7DtMqoioWNu54YU8eiygnczXUaAYO7tdSk038qkba8CHhJW9ZNPqzgE7KCGHaFjFZQpPTlKwaHBwcWccvyeh2FJM8KsO8lP139uWe4/rwW9kS2zGnsncpVqFRVZW6ujrq6tznma7rDAwMcPz4cY4ePTrrgpzpMpUm4tms2xtUzIG8xEx3tYjnnnuO3/3d32Xbtm34fD6+9KUv8da3vpWDBw/S0nK6vcFtt93Gt7/97errua7WHI+QxokIcVw4XI7SKJg641PW+Xy+uuLI1q1bzxtNGS+QZ0YnZ8KZAmmaJgcOHCCRSHDjjTcSj8fPeWzKSJAy3SIVj3S6XVRCH8VwTIYMi4GSxlXhTciSWxDhOBIjuluJXe9toa/YVb4vL/sy7XidGKojI3lUvHKQjOSmrGs8y+nTjyNL4FG8FB0v/ckotd7TKeuYz02BW7aExzPGgB5BsULU+N3xRopBot4sQQ1yepS0aaHJfvKmRMzrSmjJUnAsmZwRxauk8UoQ9mQxbT9DJY0mXxJZgpLpI+cE8ShJvDgYTgyQKdgJnk/+G69mnuP6yHZuiW2f5XeI8tft0i9j6PF4qKmpQVVVtm3bRqFQqM6fHF+QUxHKCxXkTJep9oAMBALz1uh8LllUAjnd1SKeeOKJCa+/+c1v8q//+q/s2rWLO+64o7rd6/Wet9pytghpnIiQxoWFEEfBhRgfdRwcHOTQoUM0Nzezfv36C0ZcKmnMuSqkGS+Q6XSavXv34vf7ufXWWy/YkLoSfQQw0AEIKWFSZhIArxJEd/p4Nd1Fk3cZjZ5rgQy9JVcaPdLp3n1pwz3GsRQ6lCHCdgPNvpXkS3uxHIMJ3fmkLLJsE/QYGLJMd2oZQVUnXI5KjhZCNIayBDSD4ZJDsRhFtsvdKL1uW6y85dAQyGHYMsPFCD7VxKeY5XS3K5NduTpqvXk8CmQMjTpvnqIdIW8a+GQZv5rEdjzkzSAeNYOEDURxJJOUmeC/x37IS6lnuSn8Fm6peSOzYSGsg+33+2lpaaGlpQXHcchms9UK7xMnTiDL8oT5k7NdIWcqKexsNjvn4jpfLBqBnO1qEeCav2EY1NTUTNj+3HPP0dDQQDwe501vehOf//znqz2qJqNUKk2otjxzxQsQ0ngmQhoXFkIaBVNhfG9HwzBob29naGiIa6655qzG6+ejUkgzF8iyjGVZ9PT0cPjwYVatWsWaNWum9EDuLYxS52liRB8gUZ7fWKPVkTbdtKJuu1IZkAP0FQfpLTqs869jmTdK0jhBsbzUoV8OM2K4q8/4rQhFZZiMlWPI0CnajSz3hEmabqsf1akl4E0CkMz7qY9m8QcM+pMx8laAusAAftXVTduRCHpz+DSTkqmQKwUYyIaJeAziPnduZtHy0hjMkLO8JIoNhL1uoU/eVKnz55GwGSk1YDl5QhJoUg6cGkqWgYWM4Th4lQy65UGWPFiOBOhosh+HNFnL5ufJf+NX6V1sib6FrfFfn9H3aSEI5HgkSSIcDhMOhycU5IyNjVULcnw+X7XCOxaLTXuFnEu5jOFCYNEI5ExXixjPJz/5SZqbm9m+/XSI/rbbbuPd7343q1atoqOjg0996lO87W1vY/fu3ef8QXjggQf4zGc+c9b2k0Y9Pn1+vqRCGmePkEaB4DTjeztmMhn27duHx+Nh27Zt047UzKVAgtuj0zAMbrjhhvP+sX8me1Kd7E2V2By5FpMRCmYeVTotCSO6W6xS66knU3CjjiY2r6S6CMphIqE4fjlB0ImTJl+9NwAciaHSAAU7jyYFKdkxlvuacWyJXj0JgFbe1XIgFCigaiad6VoCigfLzqMbcXxeN8U+mg9SH3KFdThTi8+boi6QYyzvoyls4FEsdEsia/nIGgHypkFTsCzClkLQY5PSGyhYeWrLEUrT1rCtMI5cwKMUyJtBLKeAVw7hkCRjBvFKMo6cpuTY/Gfin3k+uYstkTfxuto3TOt7tNAE8kzGF+QAEwpyTp48STabJRQKVSOUsVjsgnI4lTmQFYEUEchFxBe/+EV+8IMf8Nxzz+HznZ778t73vrf6+TXXXMO1117LmjVreO6553jzm9886bnuvffe6pqT4EYgz1w27VKw0KRRCOPCQgijYKbYto2u61iWRW9vL0ePHqWtrY01a9bMaO5WJWo4W7LZLIODg8iyXJ3bPh1O5NxK6ZQpczRXpMVZBn73MRhVaxg1XNHyjCuKGdHdSGXMU8PLqS48+FhhaPjDQQpOjqzsZqAavMsYKLlzFwNymL7SAKNGilW+ddSpG0mYJ4gHCzhAqRDBW6641k2NSDDDQD6KbAao0xIoMkQ87tfZckDz5VBVhxPJegKam/0qGgoeNYEqOxhWAc3x0peLUOvL41XTyJKNIifRnAjJYpCgZ4xkyUuNL4ntwEihgbAng1cpYTkGI8UgEU1BVTKYtp+8CT41T96W+M/kv7A7/Sxbwm/g9bVvnJL8LHSBPJPJCnIq6e7KCjnRaLQaoQyHw2eNM5U5kCICOQ/MdLUIgK985St88Ytf5Gc/+xnXXnv+ReZXr15NXV0dx48fP6dAer3ei1pocy4WmjCCkMaFhpBGwWxwHIdSqURfXx+1tbUcOnSIVCo17UjfmSiKMus5kH19fRw8eJBwOEwwGJy2PI7qyWqqWpPdR18vRUbGxmjxraXBE2bM2I+DQ8Fy5x1G1RiJilSW12jXMUn6JZIlH9eGr2Cw0A5AUIkArkBmy6lun+Sns9CJjc1a/1XIcpERvZ0WT4xh3H2ifleyPB4DQ8nQl63F1B2aY+64xWIUn99NX1soqBqcTNcSURRiQTd9PZgN0BjO4tcglW/EkrM0BDIMFcLUB9x7TuRr0FQJ2y5StGUCnjSmY1PQ3e9rjS8JQEaPImMS0rJYjoecaRJQNTLmGM8mn+JX6Z9zQ3grb6576wVXhFlMAnkm41fIcRynukLO+QpypjMHcimwaARypqtF/OVf/iX/+3//b3784x9z4403XnCcnp4eRkdHWbZs2Vxd+qxYaNK42IQRhDQKBFOhkrKuVFj7fD7C4fCUilMuxGxS2JZlcfjwYQYHB9m0aROZTKbaS286VKKPAPmyIIZtPymKHM+V0OQokrOC5T6NQd1dSaZGqyFhuBHG0UwCVHd+5LAxhoNDypToLflY62nGdFxB9ko+hsqRyAbPMk4WTwJuKvxEroc6bQWG7QFZIqCEsD1ZHKBGaWaMATSlxHApxGixDsPQiXhOV66rko0kOcQCeXQzQGeqlkZ/jqjfvR/DkpG1FF7VYigbRyuLlO2ApBTxajoZ00dWD1HnH0ORHdK6g0/LkyzF8cgF/GoRCR3dipDRLcLeEqZjYzsasuSQMBL8PPETXkz/imuCN/D2+rdPKk3zGYGc63ElSSIQCBAIBM4qyBkdHaWjowNVVVEUBb/fT7FYPOcfOLlcbkn0gIRFJJAw/dUivvSlL3Hffffx/e9/n7a2NgYG3H/Ulc722WyWz3zmM7znPe+hqamJjo4OPvGJT7B27Vp27NgxL/e40IQRFp80CmEUCKbO+N6Otm3T0+OK1ooVK1i1atUlWT3mXOTzeV599dVqytrv95PL5WZ0rs58WSAdicGSm5b2215SsitfGTNPdyGJaddhODWsDYVQyrfuOJDTCuBAo7eBjry7lrbl2JjYHC2Nople1oeuxC/D0bw7L1+STovViD5aPgaO2UNE9WWsjCwjY74KEkS0IGNlx15T6ydhjqCoMlldIZUKE/YaRAJuM/JULkgkmKdGhVShFtuxsb0JSkaYULm5eMZUqA/nGMhG8VgqsYh7z1lDJepPkdR9KHYQvzeFItvIWoaiESZlmNR6LSxbIezNkTMCqLKOhIaNjiqrOFKanCnxq/R/syfzMteEruPt9bfhV0//blpsKezpMFlBTiqV4ujRo+RyOXbv3o3P55tQ4V1pYZXP50UEcj6Y7moRf/d3f4eu6/zWb/3WhPPcf//9fPrTn0ZRFPbt28fjjz9OMpmkubmZt771rXzuc5+7pCnqhSaNi00YQUijQDATzlyO8MCBAxSLrlCdqzH4TJhJBHJgYIADBw7Q0tLC+vXrq7/bZyqjnXm3KrrWE2VYdyVLKvfaUZDpL7qCF9PCHMyMMlTK0kycmNyEPyTTXe4FqcmnI4JDJfeYOqWWAWuUvake1gfX0OjZgGGPMma479eqdQyb7udRtYYhPUmKNIOlGDit1Ks+hnR3elZMrWXUdIt5VvhXcko6iQZ4rBUUiin8vhE8sgfKRTxFs0QkWKRke7CdILqVR5VNgt5ymyJ/Ad3w0ZuJEtEMvOXvadBjkClalAwvquOhaNnUBjL4NMgbEdKGRZ1fJqDlsew4eUsnIDs4FHDsKCYmqpTHwGJ3+r/Zm9nLVcFr+R+Nbyeg+pe0QJ5JZX3uYDBIJBKhubm5WpDT2dnJgQMHCIfD7Nu3j1dffbU6z3K2TGdhle985zvVYFsFr9db/fc+ExaVQML0Vos4efLkec/l9/v58Y9/PEdXNnWEMM4eIYwCweypVFkPDw9z4MAB6uvruf7663n22WfntGp6OgJp2zbt7e309vZy9dVXnzXHfaYCOZiXWBNYhSI5VYEsye6KL02+OrqL7nzCSv9GxZHoI0WP5XC11cYKX4y0OUDGdNPntVoNw+Xqah+nAw4JM81AaYQaLUqdFqTB4yeoBKsCWSy3ClIchb7SAIZj4JGbydsRmjwt+GSH0XKLofG9JGVPkZKZo05ai9dnkCeJaQSIBMsR1LyXcGiUvKWSTcZpiLr3mM6HiQSyeDQYyQbxyColB1RHI1gu5MmWHBTJw0g+SMxXwMKgxq9TsjRyepCoL0XY42BYPoqWH1UuoCkGthWjZNsoSh7dUXkx8wtey+5jtf8K3qRsvWwEskKliGaygpyxsTGefPJJnn32WXRd5+TJk/zGb/wGf/qnfzqjsaa7sApAJBKhvb29+nq2359FJ5CLESGMs0cIo0Aw91Rkraenh6uuuorm5mZg7tvuTLUKu1AosHfvXhzHYdu2bdV1jc8813QFMqnneWnMXaLw5ngb6wLr6Cv2kJLdlHBYC0JZIEcKSQDqlRh9lvu5Cbw41otPUtkQidDktQkroapAFh1XCoNKgMFSJeoY50jOTXVfF26k2dPKsD5Af3l+ZK1Uy4DjjumX/fSU+hkzkqz2t7HMs4GEfor+khs1rdea6NfdfTXZS1epj2WeNpaFajhaeM29B08QKKIqNo5qkLdV0mNB4v7TGqopDgFvFseBQjGEXjSJ+kropo9wWSbHMnEcVcer6mR0jZgvjWl7McwAJSdLUMtgOxKGWYdJGq9qYlheHEdClm10J8/h/Ksctg8Q1GI05VtZEbh0NQXzLZCTzQf1eDw0NTXxla98hUwmQywWY9OmTQwPD894rOkurAKuMM7loilCIC8CQhhnjxBGgeDi09HRQSKRYNu2bRPmZSmKgmmaczbOVKqwh4aG2L9/P01NTWzYsOGc1awzEchj2f7q5wmjxNGxAVYEGgkXc2gRC6fsWJqjMGykQILaYIy+dBKAkXLEsslfxytJt8BmW00zK/0r6M53M+q4+zV5GzhWnh9ZKapRkNmf6aZkG1wb3oAs5+kunkIZ9/hNlFfCCSshOvJdODis9a9BlR2G9Y5yhbcrG3p5Xe7+0hBZSycgryCmeuinCxPwE8UOpEECWbUpSRYjiTh+2SQadtPehhHB6x/DceDUWJyor9waqOQlGMwiSw6pfAjbdiNUiqyTKKqEPColPUTR1gl5xtCQMMwIpgMeLU3J1FAlCcOWwLFJaUM8eOpvaNCW8bbaN3N9/Mppfd9mwkIUyPEUCgWuueYaPvjBD854nJkurJLNZlm5ciW2bXPDDTfwhS98gauuumra41cKlYRAziHdhVo8yuzXep0tQhgXHkIYBQuRtWvXsnr16rMeuKqqXrIIpG3bHDt2jK6urglR0POda7oCeTx7uv3bQDnCGNEC7MuPISUdtsR9NNhxbCyGJLdljlEeI6j4GSolq5+fPucYg6UEa9VWAprFsDSEIp+Wh8Fy0cwybyMnC+74JUvicHqYWrkOVA1VVgkpQUYMN2Xd4KknZZ4EwHTgSKaLkBLFtAN4JT+yJNNbdKOSzd5mekr9pAC/sgZVaqJe8+KVZE4U3crx9dFmuvVTRMMFkukgTjaAz5vEsUEBJAnCXhVJLdCfiRBRvHg87nVnDYWaUJ5cKYpjaESD7jUWLRtF8lDQo/g8GVKGScRbIl0KElDBsE0cHEBDkk0cJ8CAPsi3+p4gNlTLr8W38Jb6bRctve04zrwJ5FQbiYfDs3vezWRhlfXr1/PYY49x7bXXkkql+MpXvsK2bds4ePAgy5cvn9b4la+vEMglwGITxqUuiyCEcaYUc15ke3YFbHbBufBOAsAVxckijXOdwj7X+YrFIq+99hqGYbB169YptTeZWQSynDb2hBgpuX0RZSoPQYUXxvqwcbilpo24WqCr0FNNTzf5aslkXWnTbfdrFVYDDJbcFWMcNPYWEsS1OLLjJ6QECMh+BsoNyAPjpDNhZsrngdf0UeJqnLX+ZvJ2O0W7VI1aSo5MX2moevyrmQ58so+rQyvpKXWQt7N45dPnLVglBvURBksSrb4Wmj3rGNN7GDDcaGmIMHYohyM5yHYNlqNQ1As4tgfN416TVwbHkyFVqMG2S8TKFd+OXMDWdDLFMKokYWPh8xSAIsPZEJoMDjoeRcewVfKGTNhjY9nu16ZgF/GrJXDCjOlj/Pvwj/nxyC+4PnINv73szXiVuS1Yne8I5EJtJL5161a2bt1afb1t2zY2btzI17/+dT73uc9N+TyGYfD//D//D9///veFQC42FpssghBGgWCxcTEEUtf1CdtGR0d57bXXqKurY/Pmzajq1B5HMxHIjnIEst4TqQpkxiw3C3e8DFNp5WOyf3SIJl8ty0IhFI+Cb1zV9UDRlcJlvhrSRlkqcb9Ohu3w3HAXHtnDLfEWLAeGjTGy5XHCSpCB8vzIuBImZRVImHn6ikXGigE2hleSLEcim31NnCpHLWNalAF9jKJdYkjPM1ySWRfYSNZyo4wRJUJvyU3Rt/qaOVWOUG4MrMOWDPpKJ4jKcVKOe98twTo68idQJR916nISVjeSUgTHiySV8HgzJDJBVD2ALBdxbC+aNwkUGM0GiHhVsoUQAc0hGsgjSVAwFMxSkEAgQ9TnkC760WQZxzEIqCaGFaVomfi1Io7jo+A47E69xK9Se7nCv5r3Nt9Ggy82re/pubBte8o/S3PNVNfCnm0fyNksrFJB0zSuv/56jh8/Pq2xn3zySb75zW9y8803C4FcyAhZXJgIWRQsFc6VRjxXZHKmjBdSx3Ho6Oigs7OTjRs3Trtd0HQFsmSZnMq7bXF85SlGEhI9uXILHn+E4YIrecMlNxoX10I8P9yPhMPr64OsDbaSMjIMlty5kF7ptFSOWK6YNfvrOJLppWSbDBYNjmRLXBNZiyIZADR5a0mZ7hxEa9z8yO7iECXbYFS3OVXQ2RBaT1CWAVcO0mZlVRsPPcUBTMcia+p0F9OsDV5BVFUZM920pSafbvieMLP0lQaJKTXYeFBsFVVR6C64/TD9so9+sxtZklnvvYoBqZe8A1h+wsGyGJZUDMMhQBCPViTs11EUC0mBkXwIRQoS9eeQ7Ai+YIqSpVLI+QgF8miKjW1L5IpRHKVIwGNi2z6wfZhSGkXyYTsGB/KH+fTxDpq0Jt7T9Cauiq6a8vd2MuY7Ank+gXQcZ04ikDNdWOXMa92/fz9vf/vbpzX29ddfzxe/+EVuueUWIZALicUmjEIWBYKlycWowrZtm1KpxL59+ygUCmzZsoVIJDKjc03n2joyI6zyrsBRipTKKegoXsZwC0fk8gM/pHgZKM8drIimg8SriQEyZpGbalZQE6qjp9hXjSo2euP0l+dHesdFKvtLCRwksqbD8dQYrf5l+OUwHklFdyxGbHec5b4GOsuRRp/sxXJsDmZ6aPTUUquuJqg4nCq5RTktvmUcy3eVr8+HhU17rptmbyP16mpUSaen6EYia9Ua+krueaNahCOFXnxOgHXB1XQUjgLQ4GkkYZ7AdmxKjs2oUWJNYB1+WeVowRXSkFxLMTCCA/SOhakL2ahKBluvIRxwZXowEybiAWxQJImg38RxNEayKj5Jxud3BbtQCOBI4POmUBwFx/JSsPP4VAvTgW69g4dP9RFT4ry5dgtvbbxxRvMk52sJxUpD/ksxBxKmv7DKZz/7WW655RbWrl1LMpnky1/+MqdOneIDH/jAtMYdX3QjBHKeELK4MBHCODMK2dPzmMQcxMXPxUhhF4tFnn/+eeLxONdff/2M04zTjUAeSQ3z4pA7n3BjuIblZoyA38OY4VY1pwx3rt8yf5x0xpWuglWJGkYYKLmyZ9gSLw4OEJA9NMZDrPA3ENL8VYFMl8/T6I0xUHTlKqC4y9l1F9KULCjYYa4NN9JV7ALnjPmRRiX6Gaa/NAYl2BBcgZ8War0eKKfKcaRqKjymRugpuve2xr8cH43UeWX8ssqw4V6XXF4Npyjp9JQS5CwPq/0rSZXH80geuoq92Nj0FofRbYtW31pkdHqdQXDAJwWoi+vYmIykwyjYhDxgOxIRH8hqlqLho1D0Eg1nUSQHDR+qp0ChGEaSS0iqjle1MHUfpqmi+lP4ZRnbcsVbdxy8ssOIPcCTg/+Xfx/6L26IXsnvtryJgDr1dc/nKwJZ+ZmcikDOxRzI6S6skkgkuPvuuxkYGCAej7N582aef/55rrxy+pXxhUIBv98vBPJis9hEEYQsCs7PeFkULG7OFamZyzY+juMwMjJCOp1m48aNrFixYlYRoukKZHvaFSy/pHA4ncABbvY3ss4XJJcfYVB3RSqonv657qv0gvSFqwKZ0t30c4M/yq9G3Ejf6+rrWaU20W+M0lNw0+T1nmhVICuRylotxJDunidtSvTkJdZ4mnAc9+sQVYOuNAKNnhpGdTdqZzo2PcVR+ooSjZ4a2nxXYJPjZNEtjmnw1DJWFkFJkukqDkER1gRaWelbw0ipn66Cu2/UCVULc/KWxclChnXBKwjIEofzblSyxbuM9nwnHYVurgisoU7TkDAIqn6O5jsAuLa2mWOFTiQrTj4n4Qu6xUSq7SMSzuJYPpIFlaC/iCTbaJ4cJd2PV/ZgmjnAg+bP4Fh+LBssx0HRski6H5MiRVvBL0OOFL9I7mF38jVW+1fyuy1vYlXwwvP75ksgK39wnW9sx3HI5/Nzthb2dBZW+epXv8pXv/rVWY/pOA5+v/vsFAI5h/QWo2iK58I7LiAuB1kUojhzhCxenqiqimEYsz6Pruvs37+fVCpFMBhk5cqVsz6noig4jjPlpfLaU6401UheenCjhFnL4NDoEE2yD0X1sbEuglOel1jvCTFULrRRy9E7FZnuvCtKcS1IJ67sncwm6SmkWanWsCIeJmmOlVvYlI8puJHCJm+MUaOcyrV0bKBbz3NsJMvKQAsrfRGy5jEMx8J0XBFRkOkquFHSlf5GTuQH6SuNcW14FSu8QdLWMHmrWB5LoaucCm/y1nKsvO73lcFVyJJNX7GLoBMgIbnzKR1kTMfkcPYUyzyNNHvWYjrZaushDZWuYj95q4BP8lLv9dLqXclwaYCecsGOIxeIR3yoUh2ypZFRM9gASgkbBd1SoBhEkh28/gxQoFjwYdsOAdkHcpG84cOjOBh6EE0x0R0H1ZEw7BKyJJG3DHyKxdHCCe4/epIGTx1vb9jCm+o3nfP7vZAFslQqYZrmnKSw54PKv7kvfvGLDAwMCIG8XLgcRBGELM4GIYuCCpWU82xIJpPs3buXcDjMlVdeybFjx+bk2ioP6KnMN8tkMhwac1v4NEbj9Iy5Atmfd6OBIUnjeCnLYG+B5kCY1YFWGgJ+EnoHhmNV09IrgrV0ZN0IY6XVTljx0luOVHrQ2D3kitVNNXWsD7ZiWCWOlwWwIroyEj1lqWyQQ5y0UnTmE/jlAIYRYX04TsJ0o5cr/A105F0prKTCAUaMDD3FUSJKAI8vSLOnGZ8ic7y81ndMjdBXjmbmbZ0T+T68qEQcD1F/FNMxOFmOSjZ56+ktDkHJTYGr+GjxRvErKkdzJwFo9bdwuPz5NaErMJwipwqdrPSvoD3fCcAa/2pKus4y7zJyRhEz4H4tLMvAlC3Ix5G1HB5VBqWA5cBYOkTcD7Kax7EUciZ4pQCSmgU7RMnWUSVAKVAs+lEkhX6nn8e6/oMne5/jpthGfm/5G/CrE4M285nCVhTlvH/U5HKuwM9VBPJSUxHIvr4+9u/fLwRyqSFEUXAhhCgKKpwvhT3TOZCO49DV1cXRo0dZu3YtbW1tJBKJOZtTOVWB7Ovr45f7XyVXXrmF8r3WegOMlvLlTe62sOqhL5+hL5/hxtrl2MUw19bGyZZb30S0079vhotuynh5MM7htCunejlqWOPx8+KoK3JrCdLqqyOnFhgsJgFo9ddxslwRrkqnH7+9xQRJo8hg0eRUocjVkTaiqpdKJfZIOf0d10L0FF0BbfHXcjDjRhpvjK6mzeehu9jFiOEKaFD2cypf7n+pRDlujiAXJG6MrmPUGKFfHySqhOjDvR4bOFlw998QamOlbxXdhS4GdTfyqiDTWegnbWap1+qwHQ8eScNybAb0UVJmhpSRpdnXxFr/Wrrz3QQ9QUZIgJohnw9h2BYBrwa2l3jYlal8PoBhO4SDJpDB0COYtoWiGcgyOGYYTQVbzoLppWiamHaSZ4de4tnhV7kiuII7VryR1aGm6s/FfEUgpzL/UZKkSZfoXAxUvq6f/vSn8Xq9QiAXK0IUBRdCiKJgpsy0jY9pmhw4cIBEIsGNN95IPB4HpraU4VQZL5CTUVnfu7e3F9+qZjh8CICkXimWCVcFMl+uym4JxjhSTnXnTJ2kXqIvU6Izm2VddBkBKUBY9SEh0V+u1PaPm640ZLnnbtDCjJbcz6WAnwP5EcKSRlxSaPZEUMe1wkzZboS32RerRjIjqh/LcXgtNUiLr4ao1MTyQJBjeXcd72XeGkYNV7ys8vqLkiNxJDtAxiyw2r+csOwhp5RY7qvncNat2vZK7rXaOPSVUnQVEqz2t2LaMjgSETVAZ96NGjZ76zmUdSu/NwbWIMkOObNAq28ZR8tV4HEtxmuZEwQVP1cGV9JRPAnAmuBKjpbX/26RGpEdt4+lV/YwwCgeHDyOF13XcPQAjpbHoyh4/DkcK8BYFqKRLF7JwbFVrFIAWS0hKTqaGcaUJDRvDsdWsC0Fx9Y5mD7OJw6coE6O8fqaq1hteudNIKfaRHw+qsTnkpqaGkDMgVzwCFEUXAghioLZIEkSjjOxcn4mEch0Os3evXvx+/3ceuuteDynBWsuq7orD9/JBLKyso1pmmzbto0f9hzlulgLRzND9ObK4qe6Vb8yEkOW28onNC4N2pNzI3g13gCd2QTHUknyus1oUebWplYyvgxHswPkLdcG69Ugg4YrpKVsvnxu6C33jFwZrmd/qh8KsMEOs5xailKeofJ8xJgcoJckAOly0U1MDdBTcCN/MS1MQfezMXJ6uTkFmVP58vzIQD2d5c+Dmo9XU114JJWV3hCNnnqGSiMMlNfartEidBWGyl9HhVfTPTR46mjzN3Aoexzd0QmrQSi5UcmSY3I800tA9qJKQSJqmLSRZdRwv5Z5s8jx/ABp02JdYA26XTZkRyJHkTEnjaLLXBVqxnYkBo1hVgSWcRRXMldoqxm2E5SAvG4SCVk4lgfb8lKwdPz+DI4Dsh7DlHRQC0i2jGwHcZQSBjoeghi2wYiV4l+HnkexVdYcPcLvZm7hiqa2asHHxWYqEchsNrskBBLcTIMQyAWCEEXBhRCiKLhUTEf4HMehp6eHI0eOsGrVKtasWXPWA7LSu3GqhS/nQ5KkSSuxE4kEe/fupba2lquuugpFUXhlcJCXT42wKlJDPOTBVEwMyz2uJRCluyyLlcKVJl+Y/kJmwnlDqoe+fBoHyOoWL4+MUeuNEsDPcn+coKNWBdL2a1CA1kCcU+WiG1Vyo1IyEqeMLHnLYK03Rq1dIuiBZDYNEnhRqg3Pl/viJMrzLw3HImvpvJoYRJFUVgRW0ODzsjfdARKExrUCSpYrxVVJ5sXESUzHZnP0CrKlNDl7kCZPDSPlqnOlXCA0pKdQUNEtH+uCKxkzyuKqhujIu3MlY1qEl1PHUSSZ6yMbGC63EVoTXM7RnJtGN3A4mh1kbaCNiOJhf86d87rCt4y9Gffzq8NXUCg3U4+oIfrNfkqSTovaSCgW5ljhBMg6lu5FVU3sYgRHtnDUDEg2luHDMb1IXvf7pllhLFsC1cCyJVSPhG2YtDsDfLr//xDrCnCL3MobGq6kpqaGeDx+0VapmWoPyPlYxvBiIEmSEMhLiZBEwVQQoiiYb6YqkKZpcujQIUZGRrjhhhuora095/mAORFImNjKZ/ycyyuuuGJCm6CjCVfIol4fr/S58/uuiNVwQ6SVkEejJ5fCAUaKlRY9wapAJsqp6NZgjMPJcvsb061M9yse/rvPlaurPWFWKhFyXouecvueWm+wKpAjuhtpXBmIcyLnbvPIKodKSSQDGv1h1ntjYBscNtxxMln3GBmJrrwra23Beo5mh2jPDuGTW/E4NbQFomTLK9XEtSDdRfd+V/obOFhev7tkOxwpJIlKESTHT1D2YToWneUCnWZvDb3lJRoLlsWpfI71wVVENQ9jhtveJ6wGgREsxyahF+ksJFkdaMUj+cGRQHJIm3kcHI7lemn01hJ16gjISrWnJrg9N08VBljmbaDZW8f+rHv+kBbmcLaTuBqhzd9MOycoOjaKXMS0VdJZDxG/g2R7cLwZSrqK5vhxFB1Z07ENL7Itg2LjyCYKGrZskpZLPOMc57mxbtqGI2wzmmiO1FNTU0NNTQ3hcHjO0t1TnQMZCASWRAQSRAp7zhGSKJgKQhIFC4XJUthTmQOZzWbZu3cvmqaxbds2fL5zN3uuPFinMk9sKlQE0rIsDhw4wNjY2IQ5lwC6ZdGZrgibO75fUTmeTGAnHG5qbCFc9NMWDZOTrfJ+7iNRlWS6864Mjk9vd+eSgCuaPeX3hy2TgVKJ9UotNb4aNM2uzk8MK1568u4xMS0AuNczZrpyujIQpzOfoL+Q4YZYCy2aQsQjM1RMgQn1+Bm0XLlVxn07BktpRvQsMjKjeo6NkTZqvRp7DDfSV43NOtBTcOVQciSeHzuJV1a5MbaaAX2YAX2EuBaht+hel4mD5dgcyvZSp0WpV1uIqGq1GCeuhatRyZJl8mLuJE3eOlb6ajmUOwHA6kAzx8v7LKeWgmWzLrAa2zGq7YUkZF5OHyOqhljpa6Cr4M6/zFlFOgoDGI7KukArkuNwKHeSQBBqlEaSTpFCyYeq6DiSAZKDWQpSNA18/hI4GpIlU3Qs/B4JEwtbMTAcicPSCMe0JI1mP9tGWmntdueVxuPxqlDOJt091TmQi7UCezKEQM4hg7kQ6tKITgtBnAOEJAoWKxeKQPb19XHw4EFWrlzJ2rVrL/jgrLxvWRaapp1336kgyzL5fJ4DBw6gqipbt249S2BPpBMY5ShloRw5bA1HOJpwhSpn6CR0k1jOpDOfoSUcJ4CXlcEYqqzQkXEjfyXb/Tos859Obxu6O9fPJykMme48yojXz0sjriCtDsa4OthKQFN4IXFqwnmiqo+BciFM3BOgsxypHNXznMonWO6PktAlroytJKQpDCZdMRspr9MddTz0lyOdTd4Ig6UM+1P9bAg3EZEaafL6qyvVtAXq6SynxeNygDGrRMk2GdWLHM9kWBtsxbZVZGSCipcTZVFc6Wugs9yC6MpQK7Yd5IpACx6JapNzNyo5ykApSVgJYdt+1gVX4HA64qg7NsN6imE9xZrActYF1jCkD6LJHhwckmaWeruGXFkyNUlhX9ZtWG7YNsfyvawLtOE4NqdKA+iKgSJLrPAuJ6HnSTpjlEwLn89GNoM4skHedgh4bbD9SHIJy1DQVAckA90x6cPiSTNB3B/m2kArO7yNDA4OcvToUXw+X1Ump5vuns4cyKVAoVAQAnm5IgRx9ghBFCxVKgJ5ZsrZsiwOHz7M4OAgmzZtoqGhYUrnk2UZSZLmrBLbcRwOHDjA8uXLWb9+/aQCW0lfAwzky+14PKclsy/nClmoLLS9mSw53SRZKnJr83Li8QADpTQD5Z6RTf5QVSAHy8e2RWo4nHTHKVpuiLDBG+RENsmJLGyubaaWOK3hIIly1LE1ECNVbv9TLFeBR1QfXWWRrPeG6M6neXFkgLXBWurlBpoDAY7lB8CC5kCMZN5NdY9UIqzInMgOozsWIdnLcN5hQ2QVEVWhs9ymJ+e4YueVVE7k3ONNx+aFRA81Woy1gUaO5rvIWHmC45YOLFgGY0aWRDJHvTfGWv9qdCdHR7lqu0YLczzXh43DcCnHoJ5ifXAVZiHPSccdZ6WvkWM5N6Xe5msCR6PZ2wDYHM314ODQX0qQMYus8a/Acgz6SqNYjk17tpsWXwONWj2qLOGVNA6VK73XB1YgBWQ68r0YUg6z5MMnOUiWiiXpmDZosoKNgW27xUe2ZOLINmOmxX+lMzzPcVb46njPxutZp9YyNjZGR0cHhUKBSCQy5XT3VFPYSyUCWSqVhEAuVYQgzh4hiILLgcnmY41POVeiMLlcjr179yLLMtu2bZt2um8uKrEdx+H48eOUSiVWrVrF+vXrz7lve8KNwkU0L8OF/IT36n0BhsvzHivp5gZ/kKGCGxksmhZ7+gaIe31EfH5uiteiSu5+GhKjZRkLa6dFq5Lebg5GGCq658kYJXpzOWRHoTufYX2skbgaIihr5G2DU+U5kSsCMQ5UekqWI5UBRaMzl8BybCJqgFRe4qp4KyFNRcqDJikMUwIHmuQQXbYrurZuUrRN9ib7aPRGqZWXEZdkThqDIMGaYCMHM67MhdUAMMqYkaM7n2W44HBleFVVhmu1cHWu5OpgI8dygwyUklwdbqVW8eD3SvgUpRqVjGlBektjHMz20CrXUiPVE/f7cZzT+XdZkjmcdSO110fW4PUHOJHvoU6LMaJ3057rYWOwjZACjVotqqRwsCyMrb4GklaJDYE2+ksjDOhJEkYGn+xhc2QDJ/J9jBpp/IQwLAVdt5B9eTBCKJJNyTJRPDqSEUSWFAy5gGXbHC308KWOQWJqkJvia7jj+i34HJmxsTHGxsbonkK6eypFNPl8fslEIGOxmBDIxYoQxNkjBFEgmJyKNFYEcmBggAMHDtDS0nLOiN+FmK1AGobBvn37qpWs0Wj0vPsnC0U8skJzKEw64aaZUyW3TU5TMFwVyFQ5Hd0UCFUFcqzoRguXhyLsHxnmVDJNi+ajQQmzvrGOzuIYPfkUhfI80RrZw5heXlawXHWtSTIns0kA6n1BuvNp2pNjFA2HdE5mY6AWNeDhaHYQrTxHU3IkTpalclWwhoMpV94coGTbvDY6hCZrRD01bIzUcjw/wIieJR6O0JVyBXK4XOUcczzVnpVebw0Fw8OV0UY84/5eqMx9jGtBOvPDOIBu2xxJD9Hqb2SVP07GOEHJMarzQwHSRpFThREkR2JFoJ71gdWMGKN0VOdKhujWE9g4WCU3Hb0hsJqiU+B4OXLZ4q3llZSbnr8i0IrjqPhlL37FS3uuB9OxCMo+IlqIjcE2ugqD6LbFoJ5gUE9wVagNANtxaPLW8EKyHQmJZiNGKBqhPd+N6ocVnhbSFBmzUqiag2IEcZAw5AwaXiQUihQJESVfVNg7OsiRsae5pqaFNzWu5ermq3Ech0wmw9jY2DnT3VNNYS+VCCSIOZALEiGHc4MQRIFgZlRSzoZhcOLECXp7e7n66qtpamqa1TlnmsJOp9O8+uqrhEIhtm7dyp49ey54ruePduPRVVpqwwRqNToyY3RnKr0g3UefAgyWm4p7y9s0SaY76+7nU9z0tgQMWzq6YdNadOgaLNAWqyMke2n2hvDbMFbugThWrt5eGYpxPOPOt7TK62OHVA9d2RQ2DropsW9glLAWQLM9rA3WYzlWtVLbO07YKtHN1aFajmZGKRQMtwF5WmdjrBnJVtFQaPCF6Sm48yNbI3WMpV1Zy5QKFLF4LdGPJiss8zXREgyxP+M2Bm/11zBWbQHkSlB3IYFpQ8n0siG8nFQ5yrjMG+NUwU2Lrwst40jWHePacCsxxSZn56jxBBgtV5/XeiIcyHQzYmS4OrySdYFVZMw0ITUA5TXFJVlhX6Ybn+xhQ2A5ktPPsJFkpb+JA9lT9BZHuSbUhoWDabsR2f0ZNypZ74ni2DLLvfX0FkcoSCbduR6W++pp9tawJ3UcC5uYN0STp5be/BhpJ4ui+3EkBduSCOba8Kg+4l4PvckUzeEge4aGeG1kiCtr6vn/tF1HXSRCJBKhra0N0zRJJpMT0t2qqhIMBkmlUudMd+dyuQv+4bOYEAJ5iRFyOHuEGC5hsipYs/y1VBC/1qbDuVqKyLI8IWU92+XXZhqBrBTsjO8xeaGVbVLFIoPldYfTOYPX+odoiYQI+j2Egx4k3Htu8gXoLUciK4U2KyMxjqdcsUnmXGlqDYToKs+jrBbm6DbPn3Krja8KhripppUxM8+pjCuA0XHp7b68O2dyZTDGgaRbnKKX19RWJJn/7nNTytsalhONBBk2MgyXymP7Y3SXV6oZnzIfKGawgVTJ4EBihIgWoNXbgOSodBdHq6vsBGSNIduNwK7wRDmhJzmRH0Mu2RRtjStCTdiW+/XQJIWO8vzIVl8Np8rNzEsWHM2kWBdqodkbYrCYwcKufh0BNw1eGENGQgsHWE4tCTIcz7lRyZga5FCmB9OxqdciKI7D2kArGSNDe7nlUFjx8avkcRwcrgmvpmSb4EBI8dGRHyBnldBQqPXEWe1fxol8PxE1yMGsm2K+PryGgeQwcvm/PakOgkqAFf46SpbJ4ZwrzJuj68iYBerkWhqNlTybOYXXVsgXTBq1CMlskaBXI2kZvKoP0pX5b96z4kq2Nq4A3Ah9XV0ddXV1gNvAft++fZimyb59+3AcZ9J0dz6fp6Wl5Rw/tYuDyrzo1157TQjkXJLK+1A4dysLwYURcigQzD9DQ0NYlkUgEGDTpk0XTM1NhUoz8ali2zZHjhyhv7+f6667jvr6+gnnOp9AHh0drX6eKrqp5bpAkNcG3JTwslCIlWqMJlVD88l0l3LVopqYd5yk5V25rA+FqwI5UJbKZYEQg+Vto7rBwe4BNsTraJRjNEeCSOU5kw3eYHVOpE89HdEcKDcKXxGMkiyn1pN6iUPJYeIeH3Gfl+ujy/GoclUgK9HNBm+IvoIbJW3whejOp0gbJbpzWY5l0mwIL8OPh4jiY0UwzoFyJDLiD4LunislmRRsk470KDlMmtUYKwJhjuiu8NV4QlWBNMoyejwzzGgpj+qEuTJUS7/ufp1bfbV0FdzPrwgt41DGHe9KXyNer8ZAaYTl/lpeS7sC1+SLsS/tSt8N0VXEtBq6SwPUeWMMlhudWw4czPTT5K1jdaCe/Wm3OvuK8PJq5HRTeA2mY+GVVGo8EfZmT2EpNk1anJgaYUTOkDJzmE4tHYVBNoRWoCCxN93JO5u2cFfrdgB+/9rrGcnn+VV/L8+d6iTo0cjoJRxLImvYSI7Od9v30Z/L8e7VG8/6efP5fHi9Xurq6mhubj4r3e31etm1axeHDx/miiuuOOv4mfDII4/w5S9/mYGBATZt2sTf/M3fcPPNN59z/3/+53/mL/7iLzh58iTr1q3jS1/6Em9/+9unPW5FIJPJpBBIwcVHSKFAsDiwbZtjx47R1dWF1+tlxYoVcyKPML31sIvFInv37sWyLLZu3XpW9POCAjniyowE9GZcIfGU7yOkaQxkszhAhBjdyQLLI1FqvX5WBmM45fNGFY1UeY5jJUgb9/qqFd2a4qYovbLMkFFu5ePxcGRwhJ50hpjHyzJPnPXhOCEtwYlsgqReWf86RG+xfJ5yylhB4mQmCcCKUIzXxgY4kU5xVayBNd4moj6NY1k3etkSiDBUjlDmTDd1HlQ0TmTHyveq8eJIP6okszEUpE2tpcsYrTY3b/FF6SkL6NpoA3tTffSaOTxZhaylsFKNkM65shpRfRzLueOuDdVztHwNRbuGnlyB9eEW6r0BuvNjOJJTTdcDjJp5BosZNEmh3iOzxr+MvuIIx7KuyEcUP/tSPeiOSYMnjGnKLPfWkbOLHMm60d2CpfNi8iSqpHFlaAXJsmCqyHQXxxjR0wQVL02eOoqWxaiZpsYTYU+6E4+ssjm6nt7iKIZj0V9yWzvdVr+5Ko8V6gIBfmPNOn5jzTpMy+Lg6Agv9vexd3iAgm6QtEr86MRx8rrB+zZce9bPXKUPpCRJRCZJdz/55JO0t7fzuc99jp/85Cfcdddd3H333Wf/8E6BJ598kp07d/Loo4+yZcsWHnroIXbs2EF7e/uknRGef/55fvd3f5cHHniA3/iN3+D73/8+73rXu3jllVe4+uqrpzV25Q/Bbdu2CYEUzAwhhYJJyaoihbzIqKSwK+tIG4bB1q1b2bdv35ytXw1TT2GPjY2xd+9e6urqqksSnslUI5DN4XBVIAuGK4PNkTBHR13RypbT1jGfn9e63dRto0djtT/CyvpaOrIJujIpRguni2oSlWhh+f+toQjH00l3jHL1ckswTG8uQ1IvscwfpmMoS0soTlwOsDYMfqSqQFaik6vC8eqcSaX8PVGQ6MwkyVsG18YbSefgyppmArIXj6wgQVUaV4dr2Z90o4eV1LLl2OwdGyRlFFml1VDrCROQU+W5kq5AFsrRRU2SGaCIjk1BkTiaS9EghWiyPJySLSxsvNL4QpoCNg7HMsP05L2E5BirQ6fnRzZJIQZM92u/LtTEaym38vrGWBumY3GqMMDKQD2vlSORTd54NUK5Jb6aglaiI9dLq7+efekudMC0HU7kEqwNLqfeE+Sl1DGQYIW/nhdTHUhItNk1FC0DHPBJHg6me8hYRVb7m6j1hBnSk7y/9U3n/NkBUBWFTQ2NbGpoBGC0UODlgT5+3tPFi719YEu878prJhxzriKaSrr74Ycf5vDhw/zO7/wOsVjsvI33L8SDDz7I3XffzV133QXAo48+ytNPP81jjz3GPffcc9b+Dz/8MLfddhv/63/9LwA+97nP8dOf/pS//du/5dFHH53yuH19fQQCAWKxGIqiCIEUCBkUTIGs+FWxlBkZGWHfvn3U1dWxefNmVFVFUZQLrkYzHS6UwnYch1OnTnHs2DHWr19Pa2vreednTkUg6wKBqkAOZsu9IMspagkYLLgS6BtXVDNqmJi6QX0wSm9fhhXRKPVakGCNh0C5Z6QqSZxKu8UqYe30SjVd5W2NgSC95ZR4pYVQSPPyUq8reNfFa1mvRPGGvBxKucIV8/qgvAx3f3nO5JpIDUfTriCqsoxh2+wfGSagepAkL5vrGhkxsxzLjKDgRkQlR6Iz60Ya14RrOV5uiO6TFF4edVPLtWqca8OtDOlJjmcrBTENHEy7kcF6f4TuUpohp0TYEyRXkGmTaxhLZkCGWsVPZ3mJxSvCjRwstyBqseIMFgw2hFvRikUGnBxIDvq473tvIUVvMUlA1rBshRX+OgaLSY7n3LFDipd9qW4KtkGTN4pty9RpEYq2zrHsIA7QUxilr5giosRY7o+RNNyvl+M4pDEYzqZo8tawKlDPvnQnAEHVxyvpTr561V34lNPfs6lQ6/ezY9Uadqxag2XbHBgZJlEsEh8ngVOpws7n87S2tvJbv/Vb0xp/PLqus2fPHu69997qNlmW2b59O7t37570mN27d7Nz584J23bs2MFTTz01rbGfffZZ/v7v/54777yT//E//ocQyKWIEELBBRFCKCgzPDzMq6++ysaNG2lpaalKm6qqcx6BPJf0mabJwYMHJ12ScDLOJ5CO43BstJLKdR/oYa+H4Xyl76N7XEskQk/ajcIlytXZK6IROsvtcAqGG50MqBp7TpYrjZsauTbcSCzopT09ymA+R6n8NapEHYFqzjukavSUK7rHi2ZnNkPK0LlGCxIy/ayuieJBRZVkajw++guTND4vS+WqcJyOcqFOVrc4OJKkzhfGg8qqYA0yEsfLUcnxhTwJy01113j8vDzaiwNcF2si6osgyTbauKrhvvJKNzWan868245HCwQ5mh6kQY7SLPspWSZZySCXO91jc6CYwXJsOrIj2JZDSA2zPlbPyXLj89WBeo7nXGFdFaxjT9KNPm6JrUJ3dDry/awJNlSjkg3eKK+kupGRuCW+mqSZ43i2n7WhZbyW6iZDkSZvjN58lvWhlWiOw768e6xf9vD82HH8sodN4VbG9DS/vWwrV4SWTfpzM1UUWa5GJsdzIYF0HGdOGomPjIxgWRaNjROvobGxkSNHjkx6zMDAwKT7DwwMTGvsN77xjfT29vLDH/6QJ554QgjkQkaIoGBKCBkUzILa2lq2bt161oNtLhp/T+V8uVyOV199tbqmttd74d975xPInkSaSFFlY30tQUWjPhCgNhDgSMkVl2ShUlTjrwrkSNGdw1gTDFYFsvJedNz1dCYTZEo6m5ctY2SoQFssRljysFz10RQMjYs6umnpFeEoh8bccfPldPl40fQoCslSidcGhtFkBb/iY2NtIw3+PMfSI6R197oafUEGylIZ9/qhLJCD5XECisbz/a7k3trYSiQSpF9PMVJOj9eovmrRTlswzpjufm46DvuTQ8hAcyDCtaFWkC1eS7vzD1cGaxhLuhXSalkwh4w8qqKSMCSuDLdgWzqyKVGLtyqeq3xxDuX+X/b+PFyuxK7vhD9nP7XvdavuvmjfWmqpFzUONtjExktsx3EwMQH7JXjIxAmM/bI+xsYGHg9gZoyBGYes+AUneRIST/JkxoNxgATctN2tfb26+1q39n072/vHObckuSW11K1ud7fr+zx6VDp16mz3qM7nfn9bgZ7ZoWva7HR6HAiNE5d1lpwStuAMwBtgvVNls1slKKk4jsKYniDfq7LUdvMtFUHiQn2LhtllXE+ALROWffQsg7VOiZ5tcrW+RUj2E7NCjIQjdDxg7th9WpZBx3b4e+N/4473zMPQ/TQSbzabhEKhl+0YXm6NjY3xcz/3c3zf930f/+N//I8hQL4SGoLgUPetIQwO9QpLkqQ7uiKvRAg7n89z4cIFxsfH2bdv3303KL9XOPxGoUS52aXc7JIK+qk1OxzckyCUGsUQrIEjiO0WewREkZrnNu7Wf2SCQXJeyNv01hsNBdnyltne9JqeYfHsuht6nQjKnIhkUFWJJQ/w/F7VtQis3CG8XfLC2zPhKAu1Cl0L6p0+lwolYpqO31F5JJpBlUV2PBjchcq05mej5VVi+4Ksea9z7SaLjQpJzYeqKDwaHscyepS9Qp+el/OoCuIgvL03nOR6vchGu86p+BijUpKU34dhG4N1bzRcEJ7yxwYTdCRR5mI9T1QJMBfNIrR2yBkNau2bruRyo4jlOKy2ysw3bMJymH2hOKtdd3tzgTQLXmHOVCDBtypuHuSTsVm6To+F1jb7g1nO190cyrga5FvVNRRB4onYHPleharR5kB4jAveOgknxk6vxeHQFDg2FxsbfPrA+25rhv6wtVtEcy+12+2X7EAmk0kkSWJnZ+e25Ts7O3ft05rJZB5o/bvJ8e77xx9/nFgsxoOPExjqruq2NDrN5/8Z6rtMTfnF/xlqqFeJXs4QtuM43Lhxg/Pnz3P48GEOHDjwQNNt7uVAzu+4UBTSVApNF2S6PZPzi9s0Sz3quQ5TYgCz2mRPIMho4GaF926xzEjw5ri5vNdPMn3Lg3+3x2Q2dMuyRpMLm3k6TZNyscOsEiUgKOyNxJmJRAcO5O5D2C+IrHkwe2vroI2mC5fZQIhzO3nObxUwOwJHghkejWUHRTfjgZsNqZuG67ZFFI3l3UruQJSlRoVv7eRodG3GnTAnwmODKvI94eSg6Ccg3wyv5zpNVltVFqoVLhXL7NWzPBadHoB0Qr15vTqWe051o8e5So61Vof9vjGSwTi6IzGlhKlYruObtjX6tkWx36Jt2Gw1e8zqY6SUCDKuc3drruRGp8bZyjaOpSI4KmN6DAlhMDPccRwu17e53iyRUVMoyPgFBQEo95vUzS7nautUjD5vSR7lDYmH0z7nTnIc5wUdyN0Q9ksdZaiqKidPnuTrX//6YJlt23z961/n9OnTd/zM6dOnb1sf4Gtf+9pd17+bbp1n/3u/93tDB3KooZ6nIcgNNRSSJGHsOnMPaXv9fp9+v8+FCxdot9s8+eSTLyqkdy+AXMi7AJmNhGh4r8ttFwzjAR9rlRrb1TYNVaHZN9gbC7JXj5EI++lgElAUlN3cSVVl2yvC2Q3hhjWNLW/Z7ghCTRBY90LeflUBBDaqDXYabbqmyanRLKGIjiBDzWvlM6LqLHtTcFredc76g2x7gLfrXgIs16tUe10Ox5M0aiaHEmlCkkZM1emYxsDxnAlFOVd2nSbDm6mtixKrnQZ9xyZkBCg3DQ5EMyRlHz5RpmObbLRdd3TUFxq8ng3FOVPe4kq1gEIWx1A4Gsm6192BmOobuJL7wymu1FwXURVlni1voiCSDMZQVR8LzTyGJkEXREfgem0HG4f1ZoWFRhG/7ON4JM1m183d3BNID1oWTfoTPFP2XMn4HF27R9vssTc0woWaG16PKj6eqayhCRL7xTQdwb03DgZHudLY5uf2/uC9bqeXrN1ftO4FkJ1OB9u2H0oI+2Mf+xg/9mM/xqlTp3j88cf5/Oc/T6vVGlRl/+iP/ihjY2N89rOfBeCnfuqneOMb38hv/dZv8Y53vIN/+2//Lc8++yy///u//8D73j3HD37wg0OAHOp1pCH4DTXUA+tulc6SJNH1mnA/DImiSLfb5emnnyYUCnH69GkURXnhD95lW3cDyOueAxnUXVdNFgW2qi7wtbwQdCroH7iTpu2wUqgiOgJLxQqiAFpU5PGRUVRF4uxOjpZhUPHcyYlImMt5F26q3vVJqSobPTdE3Oi5buBUJMJStQpA37S4mM+T8vkodjvMhMPEBAEhHGWtURv0f8wGbgLk7jzuqVCE1YYLdbqkYNkOVwslNmpNGobB6dExeoLJWrsKXvseWRBYrHuV2OE4l73pN4ooYTo2lysFcm0fpinyRGKKlt2j2uuS9YUGxTq7k3kUQeRGo0TbNKj2uiw1K6T1CEdDKRZaBbZ6NZRb2vvs9qcUHDhTy9GzLQ6FMvhVhb7jkND8XPJmfI9KAeaNKjWjS7HeYKXfZC6QJqlE2BArdGyTvn3Tldzq1Fltl/GLCoqjMqEn2OiWyPfcY+7ZNltOi1Kzy5QviV/08X2JAxwKj97tVnoo2r0X7wWQLc+1fhizsH/oh36IQqHAJz/5SXK5HMePH+erX/3qoFBmbW3tNkf/qaee4stf/jKf+MQn+MVf/EX27t3LV77ylQfuAXmrHnvssSFADvUd0hD2hhrqVSNBEAah1V097CKa3ekce/bsYXZ29q7gej+6G0B2DIPNqusE7p7OWDTCaqUKQNdyP5MJBwcAWfGAL+pzw8i2A5c38rT6BicnR7FqFgdTCcKqji8lE/SqqRVRZNUDRE30+jYKAivesqh+M31p150cDYcodDqs1ZoYusZ2ucehZApZFbFFZzAYMCgrA2hM+fyD13mvaGYmHGXJ6z3ZM2yey7tAlhYdTsVHcQSH54puUY0u3fyuXWu6n5kNRVnyoNWwbS4UigRkFc3ROBQaYaNT5YaXH7kvnByMX4xpPmhWyHdbrDV1Vust9obSKI5MVPYRVjUPZGFcCrBouTDpU1SeLblu4bie5FhonIX2Di3ZAQMURNZNb9JPs8Zys4oiSBwLZal7IfC5QHLQcmgqEOevPVfyifgsfdugbnQYlSPc6LnHHZB1ni6t8q9O/X1eblmWhSAI97ynW60WkiS9pP6Pt+qjH/0oH/3oR+/43p//+Z8/b9n73/9+3v/+9z+UfQMYhjEEyKHuoCHcDTXUd71kWX4oRTS2bXP16lXy+TzBYJC5ubmXvM27FdEs5MuDApeKF7YOKDedmHLPddU0r+9jQJGp9HZzE911xqIhNj3Hsm+aWLaDbTqcWXArkw9lU+zzxxmNhigabZaqVXpefuB0NMpixXX+yjUX+tI+nbxX+S0J7rH4JIkdz7H0yTLPbbntVNJ+Pwf8CTLhIEvNCmvNOh3vZxDXfax77Ybium8AkLvjFKfDUS4XXcA6lc4yqcRIh3x0vc+Pqj62vFGIcc0/AMiS53Rqksxfba/jACeTWRzBoW33bis82fQKdRKaj4W6119SUvjr/BaSIHAklCUi+Zlv7dDHhXUBBkU3UUXnmeIGlmOzL5jAJykEAhq6LHG+5gLvvsgIZ2rbWI5Fudlg0W6SkgJEbI2I7KNmug3Md1XotlhsldBFGVXSyAohtp0GTbPP9yRm2R96fsudh61bp9DcTa1WC7/f/0C5vq9WOY6DoihDgHxNaAh0Qw011Cush+FAdrtdzp49i+M47N2794H7zt1Nd3MgV7bLPJrOICoitX4XSRDoeiCZCQfJ1V3Yans5h5lwkIVyFYCS188wGQwMAHLbWz/q18Ebr71eqdHo9YlrPq6vF5FEEH0qj2dG8asyG7UaPdum4rmdYVEi7x3fZs3d10QoxLz3evdYRoNulXe+3SYsa2zmm4wFQwRQOBJPockyZS+Mvls0k/b5B0U3Sd3Hyi5UdlqsN+o4Nqw366S1AKOiD19AZ7FZoeTlXiY136DoZjoYHczaNmyLC+U8EgKjgTCPRsYRJZtnS1sguK2AdsFzF5osx+FKtUi+2yKrB5FMh72BBLIscbXh9YEMJniu7IJ4UNE4U3FfPxob43hogkK/xpYXAtcEiZzgnmffsXm2voODw14pitExkBCZ8MdYbHnzuP0xznr7ORWbxhFsfmzqyTvdPg9d99NEvNlsPpTw9atBgiDwy7/8y0OAfKhqymANL+lQQw312tLLEcLeHUmYSqU4dOgQxWLxvmdhv5Du1pT86lqBSzdyjMXDbFbqqCKkUxHioRh+XcFx3Grp7ZoLXQHVzcHUJGkQ+pY9IEoEfBQ9qLR3W/lEQmzV3c8a3rXJhkJs1BpsL24zE/ZjN21OZFOIikjLNvEpMrRahBRlMPnG8txHEVjxnMpMIDBoE5Rv706vUXluw4XuRzMZjoRS+DR50Gh8PBgm77UCanjtfZK3OJUj/gDrzTr5XhdVENnotpmLJIgKOmpIJqiqFLuu83dre58bNbeYZW8kwdVqkbVmjVOpLEkpzGQojOg5gLooM1/32vHc0uA86w/zXGkbqvBE0oXDqtUaAKoqiMx7BTgjWpCz5S0c4EA4iWHbHA9HkEV4tuq25ZmLpDhTdkPgiq5zqVUggILWsEhJPgpOB9G56f41zD5+SeFI5OXNfdzV/fSAfBgV2K8mfeMb3xgC5FBDDTXUUM/Xi+0D6TgOKysrLCws3DaS8IVGGT6I7uZA3th2oUR2XFfPsuH6eolWz+DR2VEqm01mk2ECusZcLI4o2PhlibFYhBsFF5pqXlPx0UiIkude5pteK59QYACQWx6EJgI+NrzXpb6B4whISJxbdfMSx8JB9vpjZMMB8v02y7UahuSGMTOaxpYHky2vICeiaTebmN+SL7dac2dyH0om2S62mAxHiEgaB2NJtloNFmsuvE2GIhS7tzuVIVlhs9v2tq/z3I4HpakMj4ZHMTBZ9EYm7osmuFRxcx5vrQTfbjfJd1pYtk251yHrj7AvmmClXWatXSWq+gD3GGoezKqCyMVqnrZpMOEPYzsOj4bHkWWBb5bdiTHj/sigx6UmyVyr56AJ+0JJDgVGQbDZ8kLnuiiz7DUrVxWFa0Yb07DZI0fpNtroiIRFleuNPL957J13uHNeHt3vGEO/3/+Scn9fTfqP//E/vvb6QP7e7/0e09PT6LrOE088wTe/+c17rv/v//2/58CBA+i6ztGjR/m//+//+7b3Hcfhk5/8JNlsFp/Px1ve8hZu3Ljxcp7CUEMN9SrUw/5uea3rxfSBNE2T8+fPs7KywmOPPcbk5OTggfkwi3Ju7Ue3K8dxuLHlAqTPK2DJRIO0vBzHdt/9O6zrXFstcP7aFusbNcyyRUby8Wg6w2NjoyiiiC7LqF6eZEhTB7AoeueSvMWdNAwXsmO6Rs3b1+45x3w6m/Umy4Uq3Z7FwkYFvSci9wX26wFmE8nBCMEtr0o3LgiDDL+6B5XjodCgR6XPO67teoOzmzvMb5WZ02IcDqd4NJkZ7Nsvyyx4UDnuCwy2udtrUZckLhULnNnJIVgidCUeCWVIKAF8kgwOrDZdWJsIhAfNz6dDURxgq92k3O2wUm0wqkRRbJlxX4S0HmCh4cFoKD7ofzniC7LZbvCtwjb1jsG0muR4eGwAm0FJ5ZrXCmjcF+Z6vciFyg6WJdDoWTwSnuDR2Dgtb8LMTCCB6Y2lDIfCLNoderZACj8HxSj25XXOnj3L2toazWbzeQ77w9T9NBF/PYWwwa0mf00B5L/7d/+Oj33sY3zqU5/izJkzPPLII7z1rW8ln8/fcf1vfOMb/PAP/zA//uM/ztmzZ3nPe97De97zHi5dujRY5zd+4zf4whe+wBe/+EWeeeYZAoEAb33rWx9q+4qhhhrq1a2X47vlta4HBb5Wq8Vf//Vf0+/3eeqpp4hGo8/b3ssVwnYch6fPXqLdd2HO8Qo/kuGbIcPtiutiaaoHhj6NYsOFsk7f4tJijmqxzcJCEadmovTg5EiGE9kM0/EokigOHMnRSHiw3Zw3+nAsdrOx965jOR69ud5uL8qUprFWbbFYalOp9lA6AqdiI+yLJpiLRAl5YU4FWPIKciLyzWDh7kzvmViMRt+FKUkUuZQrcmk9z42tEnv0GI8nx5gKRBCcm5NzVFFkoepuc280PmiRIwkCbdPgQj7P+VweuyNwOj7BhB4hLGtkfDfBZ9fV1EWJ6zU3/9AvqXwjt8latcmcL8mp6BhxlJulLg6seTAaVXWu1YosNio0+wYLlSr7/GlOxseQvSKjtH5zf6IgUDN6PFfaYr3RZESO8Wh4YtBPUxdl5hsueOqCzBWzzjv2PMqTTz5JKpWiUqnw7LPP8o1vfGNQzPUw+5vC/TmQD2MO9qtNDwyQf/Znf3bX9/7pP/2nL+lgXkj/2//2v/ETP/ETfPjDH+bQoUN88YtfxO/38y//5b+84/q//du/zdve9jZ+5md+hoMHD/Irv/IrPProo/zu7/4u4H7pfP7zn+cTn/gE7373uzl27Bhf+tKX2Nra4itf+crLei5DDTXUq0cP+7vltaY7hdV2AfJ+nJudnR2efvppkskkp06duuM864fpQN4awjZNk3PnzvHc9eXB+9sVb9a07D7Uk2E/tbbrdHU9x3AsdhPuinUX+GJBHwCO7eZTXriRo9cw2VytEjcUfIbIqewocU0noasEJJGyB60tL+8wpCpseo6l4oWqA4rCmpdjqXiXWhIE1qo1+qaNYAucX82zulWjWTc5HErwZGaCsVAIAWh7oBiSJNbuMKN702tsPheP0zJMlis1mh2DlXyNlOBHNSX2aWEOxdN0vekzstcEXQSWvIKevdE41V6XnmVhWDbncju0WyaiKXIqNspMMDrIj9wfTQ7mWYfUm5NsNlsNvpXfptW3aXUtTkbHOBm/OUFnLhTH8u6pgKRiOQ5Xq0VW6w16PYGjwVGwBRRBIq76Bg3KZwIxlpsVNtt12obJfLXCHl+ax2KTg3t0XAmiCCLvGjuI3+9nfHycRx55hL/xN/4GBw8eRJZllpeX+cu//Euee+45VlZWqNfrL9md/G7MgYQXAZC7X5q3EnyxWORd73oXP//zP/9QD+5W9ft9nnvuOd7ylrcMlomiyFve8haefvrpO37m6aefvm19gLe+9a2D9ZeXl8nlcretE4lEeOKJJ+66TYBer0e9Xr/tz1BDDfXq0rf/H+15uWbfrpfju+X1INlzve4FfY7jMD8/z4ULFzhy5Mg9RxLuQt/DCCXubqvdbvPMM89gGAZiOAm4sFjvuD/rjhe2TkdvOj85r8Lar7nnp4oC296y3SMbS4QHIe/dbYxEQixulTk/v8Xi0g71Qp99oSSHYwlOZrPEwhGCikxCVW7Zl/tsmIiGBy6g4/WRnI5H6Xgwa3hFOqmAn7Vqneu5Mt2OwVauSdzSiKgBTiTT7IvFBtveLrsgl/b5BqMVbwW5da84J+Hzc6VSZbHaRDFFDgZSnIpnaXvh9j3R+CCMHFJvQul2yy3USfr8fDO3xXPbOeKCnxktzmOxUXyeyys47qQcgLFAiBWvZ+WorLHcrPFsfhvHFJnS4pyMjmF61emaKHHdK8AZ84dYbFTo2RaW4/CtQg7FVjkWzrI3mEREIKb6Bsdmez+r6/UiS/Ua3Z7AkcAojgVviU7hv2U0I7i/vMTjcfbu3csTTzzB6dOnyWazNBoNzp49y1/+5V9y+fJlcrkcfQ/WH0T360C+3gDygYto/uzP/owf/dEf5Wtf+xpf/vKXWV5e5sd//MfZv38/586dexkO0VWxWMSyrEGn9V2NjIxw7dq1O34ml8vdcf3dVhK7f99rnTvps5/9LJ/+9Kcf+ByGGmqoe0tuiYjWS8ussbvu5ycmJm5b/qlPfYpf/uVfft76L8d3y+tBuw9Ey7IGMHmr+v0+58+fp9PpcPr06RcMz0mShOM4OI7zkgsJdgtynn76abLZLAcOHOC/ffkvODmeJeBXyQWa5GrNgROpe8cfC/goN91Qcs90wTjhV9huudBQbNxs5bNRqoMAG2UXiAK7k20EKLRc4JIlkYureQKaQscwsR2H8bkRoloAB4tit4MkQN9rAK6KIqsVL5Tru1kgs1Z1l41FQxS83MqKB8HJQICLm64LdzSTIoWPyUQYA4tuo05UutkmaNuDxslweOBUhm5xKtfqdQrtNnPRGIvVCqOBEOO+MAoi87Uy216e41ggxKbXHmgiFGan7R5/1zJZqlXYbEiIosCEHmEmGmWzU6fS7TDqDw1yJQ0PmCUEFuoVav0ehm2x2WoyE0owFQkxXy/RMg2yvjCbXj/LXTXNPvO1ChvtOhk9hOhI7AkmqBvdQa7kXCjOgjdxx3LgSqfOT00/dq9bBwBd1xkdHWV0dBTbtqnX65RKJdbX17ly5QqhUIhEIkE8HiccDr9gfuP95EC+HkPYDwyQTz31FOfOneMnf/InefTRR7Ftm1/5lV/hZ3/2Z1831UUvpF/4hV/gYx/72ODf9XqdiYmJh/LwG2qo17p2Ae47rfX1dcLhm2HKO4VVh3J1p+/u3cbId3Iga7UaZ8+eJRKJ8NRTT90RML9dtwLpS2mm7DgO29vb2LbNoUOHGB8fB+BbF9fIV5oc3zfK6o0i8bAPU3A4lEgQlBROTGZRFYmLmzu0ega5qtdvUHaPxa/KbJW9aJJ3OcZibjsggMZu/mM0yFrF/Wy944LnRCLCNa8CPF9rsVyscnA0xU6+gyyAP6hxKKIh2CbrnS6GDRWvZc9ULDKAyl1zNqxpg+k5Ub8OrtnIRq1BpdMlGwpy2RvZuHc8zomEH8MyWPLC6MotEcIdbz8Zn49tL38y5lV351otJFFks9FgJhIhIKtk4kE0VRqAYN1z7kOKynzVC1/HE1wo5tloNhjxB1kq1Uj5gmiOzMFwkp1uk00vR/FALMnlsnttsv4Qm60my40qAUVhq95mJhRHQWJUD9G2DK5W3XX3hGIseG2BMv4Q38y7PSOfSo8z7rMo9ZuE5JsQbjk2h/UoE/6b/+fvR6IoEo1GiUajzM3N0e/3KZfLlEolLl68iOM4xGKxAVDeaZLM/faBTCQSD3Rsr3a9qDY+8/PzPPvss4yPj7O1tcX169dpt9svqz2bTCaRJImdnZ3blu/s7JDJZO74mUwmc8/1d//e2dkhm83ets7x48fveiyapg0fRkMN9SpXOBy+DSDvppfju+X1ojtNo9nY2ODq1avMzc0xMzNz38bBLjRalvWiZ2Dbts3ly5cpFFwHamxsDIBqo0Peg7qeFxYeiYe4spqnVu9SLDapNrsc3zeKUeizbyyGqslMhUO0WnVmUzF0TeHyhuvllXadyLB/AJC7TmQi7AKkIomsl9xlfi9s7VNk1rxljuXNkpYkbuTrWLbDo1NZ2rkWab+G1LOZ8+nolokiihi2zYYX8p6OR7iw7R7LbluhW0Fzd5KOKopc3inSNS2OZVIYLZu5eIQRvx9bkGgYPTa8/MiQJLLtXcfdQpyxYHCQP5nw+Xk2566xJxZjVo8xEgpQ7LUREdgTjXO24Drsu9XoAjfD17ok81ebbt/GU+kspV6FQCSIItwEqy0vLB5RNa5VXFBUJZlvbLs9Ht+QmaDrmOS6dcLqTVDbncstADfqZQrdNkFZQbBlTsXGaZldrtYKfDRx9xSK+5WqqmQyGTKZDI7j0Gg0KJVKbG9vc/36dfx+/wAmo9HoIJ3ihX6JarfbTE5OvqRje7Xpga/0//q//q+cPn2aH/iBH+DSpUt885vf5OzZsxw7duxlzf9RVZWTJ0/y9a9/fbDMtm2+/vWvc/r06Tt+5vTp07etD/C1r31tsP7MzAyZTOa2der1Os8888xdtznUUEO9vvRyfLe8XnRr4Ytt21y6dInr169z4sSJB55nvetovthK7G63yzPPPEOz2eSxxx4bHBPAjfXiYL2dsgspqldtnYj4qTZdN6zj5f35FYX55QKXruXYKfRZX6oQMCTGlAAnshlG/AGOT2TwKzKKJBL3KXRMd1+7RTiTyeigJU7dg7zJZHRQIFLxQtHTqRiWl+O4u148GGC52GK12MW2FMS2zR5FJ2o7zIUCCN52A4rCUtl14ZIB/+Acd4t0ZpNxul4o3kHAdqBY7/Dsxg5rpRbTgTgHA3EO6iGwHAQHIpLEat0F0ZFbTJ9Kz71GcV1nsVJhpeYW+CwWqkTQCYsax+MjxFSd+YrXaDwap+z1nBzx39xWo9dnudfjRrHCSqnOsdAIb0iNDyq494RjmLuFNLf0mtxsNXh2Z5tCo0uzbXAqOsahcGpQ7X0wmqLg9bPcF0my1KjwrcIWflHnRGSMR7ToQx0VKAgC4XCYmZkZTp48yRve8AZmZmYwDIOrV6/y3//7f+f8+fPU6/UXvK+HOZC41Ydf+cpX+MEf/EEAjhw5wje/+U1+8Rd/kTe96U13TVR/GPrYxz7Gj/3Yj3Hq1Ckef/xxPv/5z9Nqtfjwhz8MwI/+6I8yNjbGZz/7WQB+6qd+ije+8Y381m/9Fu94xzv4t//23/Lss8/y+7//+4B7c/z0T/80v/qrv8revXuZmZnhl37plxgdHeU973nPy3YeQw011KtLD/u75bWmu4HgLkB2Oh3OnTuH4zg89dRT+Hy+O67/QnqxzcSr1Spnz54lkUhw+PDhQSHObvXr/JrrSEaDOuW6Cxjd3eKXeIiSt2yr6Dp8quI++uJhH6WGC05906JQaREL+Li84QJpIqRBy2bv3hFapomqSQiSwHgsTNjnRqEUSWSt6AKZz9uuIgoUOu7+fbvTbmSJ1VIVYPBZURDYrLWwbIhGopxddx2+mN4naktMBDVMxU/DtgeV2KPhIFveiMXdSTqSILDsjWScTcS4kHPdy65pMV+sEJAl2pZFTNM5FI1R7rbZ7rXZ3m0TpCiDlkHT0ShlL5e357nPfcvim5tb9CyLI8kUfdsiFFFRFJF5L76e8/Ik47qPG17/yX3xBBeLBSq9LifTWdotkwPRJEFRI635qRpdrle9UYSB8GCs4oFYkgtF1+E/lcoyqUZJBwLIt0SJK95UGwmBxXqZvzt7BKHtvKyzphVFIZ1Ok06ncRyHVqtFqVRibW2N9fV1isXiwJ2MxWK3hbWHOZDAxYsXSSaTty1TFIXf/M3f5J3vfHk7v//QD/0QhUKBT37yk+RyOY4fP85Xv/rVQTL72trabTfPU089xZe//GU+8YlP8Iu/+Ivs3buXr3zlKxw5cmSwzs/+7M/SarX4yEc+QrVa5Q1veANf/epX75jnMNRQQ70+9XJ8t7weJEkSlUqFCxcukE6nOXjw4Avmer3Q9h7UgdwNme/du5epqanbXMzdcPguQI4kwlRbLhDmSp4TqbjHm44F2fHyHts9F8Yy8dAAILdKLlzuFstoskCp6RoihmFzfaXAaCLEVtl1/+KSzkwwwlgyRMe2aPR6VLximNl0nGtejmLdG184k4pxLeeCacNzImeSURaLLmz1verkW2d2C5LK/HYZWYCaJDIb8jPiDxBSVdZqdXJefuNcIsZ80QU5UXR/GdAkiUUPKkd0jaVWm3qvR6XbZ75YJ6ypyIrCsWAQWbC4atbpOA4VL6QdkBXmvUrvvbE4FwoulMqSyKViAQGI+3xk5RBzsRgVo0NeFJkJR3mu4wLo7q8lArBSr2I5DtVej+ueg3l6dJS+Y1PotUj7/ax7E2d2K7UF3P6R+U6baq9HxzKY8EeZCkdYbbvndjiW5lI5z9+ePsj6pSsvK0DeKkEQCAaDBINBKpUKiUQCn89HqVRifn6eXq9HNBolkUjQ6XRetkbi5XKZf/yP/zH/5b/8F0RR5H3vex+//du/fc99velNb+Iv/uIvblv2P/1P/xNf/OIXH2jfDwyQ3w6Pt+qNb3zjg27ugfXRj36Uj370o3d878///M+ft+z9738/73//+++6PUEQ+MxnPsNnPvOZh3WIQw011GtQD/u75bUux3EwDIOlpSUOHTr0vKr2F6MH6QVp2zbXr19na2uLEydO3Pbs2YWEbw9h+7SbYeui5zq2uy4spqIBFyAF2Cx4xSZe3loqEqDg9YJstFxnKxsPslxwYWp3W8lIgK1yA0GAtXyVZrdPKujnwtI2sgCOKBDTVdI+P4ExBVuAWq+HKkm3OZErxSoAEb9rVIgCrHggmY3cBMhy13Ux944kuZorslZpg+Ww1ugQ0xQkyeZEKkXE76PQbFPpdgd5knOJGFfy7nUJBAPQauNXZJY8qJyORbmQy7PdbHEglcDuCByMRpEdhwlVRxYclr3cQ/uWhuMLnlO5Jxbjhvd6Ihzm6k4JXZbRbZlH42lWK+UBKO6PJbhW8ZzGW6q6Gz2DSyUXRnVH4VRslL5jDgpp9kcTXPMcyr3ROM8Vtllv1kn7AqxXG4wHIsQkH2+f2MtoIMSqbX9Hinl3f5FJJpMkk0kcx6HT6VAqlSgUCrz73e+m1WrxpS99Cb/fz5vf/ObnNdp/sfrgBz/I9vY2X/va1zAMgw9/+MN85CMf4ctf/vI9P/cTP/ETt3GP3++/x9p31nAW9kOU1BKQzJd+85rBl2/k0lBDDTXUt+vbH7qmaXLx4kV6vR7T09MPBR7h/gFyt0VQr9fj9OnTd3y47bqZzVaP8lKFiXgAvy1xYipLMKBSjndpdnrUPEdS9uKfo4nwwG1seK1y0rGbALnhhaMj4QAUGoQDGtue6zhoWJ2MDMLW1YY3dSYZZrlYp9Hus1NqsrRTYf9YkvXNCqIoIPYcjmdGCPk18q0WW7XmwImcTsYGTqThuW8j4QDbXq7jLnyqksiOV/mdjQS5kq+wVW2R0lUa3T5HR2LIqspkMETPK5SRRWHgRM4l4lz0wtteWiZ+WWaxVMFyHHRV4eKO1zJoJMl+oY8o2JS8aTtTgQBLnusZvqWQdNtbFlIU/npzEweY0TRCikYq5senyMxTxsYZwGNYVQdQeStgnkpnCaAxG40S0lWWxSo926Lk5Vqqosi8B5V9y+J/bK3zW9/zA+453UdD75dD375fQRDw+/34/X4mJia4evUqx48fJxqN8qlPfYrz588/FNPq6tWrfPWrX+Vb3/oWp06dAuB3fud3ePvb387nPvc5RkdH7/pZv9//kov+hgD5KpTcfGV+gxqC6lBDDfXtajabnD17Fk3TSCaTqKr6wh+6T91PDmSj0eDMmTOEw2FOnDhx1+rW3erXhdU8pmmTzzcw+haVWodjh0a5cXWbTDpEtdAg6pOROw5Hs2liET8jkSA906RtmKiSgBf1Je6XKbe9yTJeDuNYMkzdC5HnvErveMjPWrGGKMCGB5fRcACKdXyKzGqhCoBfc8FPl2Uure5g2Q4nZrMsrpTwKTJt+hxNp0iE/eiKTL7RYrnkguRoNMSOB6e5mheqTsW5uuO6c4Lkua0BHwXPNe13e1zJu58PqzJJWedQNkXbMih02kjeiaqiyELJdQf3JOODnMldqZLIfLlC17Q4lEqSrzRJ6joJUUVQ/ewYHRZKLsSNh0KDSu/JSISCN7PbBNbrdTYbDfyKQgiVI6kULcugpnZdRzHvhrp9t/yM8502tV6P6+UStgMCEqdHRulYBiFFZTYc43zJzY+cDEUwbYc3jk0BLsh9pxzIe4XOd4tnPvaxj3H69OmHNpHp6aefJhqNDuAR4C1veQuiKPLMM8/w3ve+966f/aM/+iP+8A//kEwmw7ve9S5+6Zd+6YFdyCFAfhfr5QDVIZQONdRrV7lcjosXLzI5OcnevXu5cuXK89r4vBS9UA7k7v5nZmaYm5u7JwzsAuT8kgsTsaiPSs2Fl134S0SD5AoN+j2L6ws79A2Lo/uzXJ7fZmosxtZWBQGoKzVGVZXpTIqOZWELDn3bJh0JDFrmJCN+CjUX6PreNUmFNHYarou462ZOjkS5vulC3m7T8qmRKFc2Ct4yrzo7HePqVoGdapO5TJzFXJm5TBzHcJhJRgkrGkeyabqmwULBhcJdJ1IRxYFjORGLUPIAsuvNks4EdHKtLvRNdkolFmptRMDs2hyLp4gFfWzUG6zUqoNr7EKlV/ySSgycyN1xjLVujwXHod7rMxuN0DEMsrqObFjkEDBxKO5OxFEUtryC2gOJBJeL7vXoWxYXcnlEQUAOizyWzFLudQb9JadDkcEkm/2xBGcLO971tjmXzyMJAv6Iyqn4KGutKmuNGu+e2YfijWW0bfsVy4G8VffTB7Ldbg/yEh+WS5rL5Uin07ctk2WZeDx+z6EGf+/v/T2mpqYYHR3lwoUL/NzP/RzXr1/nP/7H//hA+x8C5FAPVQ8TSocwOtRQr4x28w3X1tY4evToILR1PyHnP7mxyJ8trfDU5DiPT4wxco/k/bs5kI7jsLCwwMrKCseOHXvelJ+7bcu2beYXXfdsJBmmUuuCAFs7LoSIkvt9NJaNsrpdBaBUcwEuEvIBFRQJdkodbAdGYn0uL+4wNRpjZduFqaigMOYLMJOK04qGsRybRqtJMqgxmoyx08ihyhKreXf7uz0hg7rKesE9jt2q77BfG4S+Na/NUEBTWNl1DX0aCztlGp0ua3mZdt/g+HSGhOgjkwiiI3E4nUJRRM5tunBleNczqqtseE7lWDxGruX2dKwYXnGOX2Or3iRXb3IwHWO5UCGkqTh9h1OZLKoq8q0N9zOSB2GScDP8vS+V4FrBdR0jPp0lr2AoEwogGyL7QwGMnsmIrBBWVW54zczlW4Bu1ZuOk/L7+daWu69H0mkajsGBeJKQrpBrN+laFm0v/1ISBBa9+dsJ3ccz21vYjsOheIKOYfK3Zw8Otv9qBUjbth+ojc/P//zP8+u//uv3XOfq1asPdIy36iMf+cjg9dGjR8lms7z5zW9mcXGRubm5+97OECCHetVqCKNDDfXKyDRN6vX680YSSpKEcctUkzvp1NgoP/P/fI3/fPU6qYCfkKbxg3v3cHAkxePjowRuCYHfCUhN0+TChQs0m02efPJJQqHQfR3zLkBe9xzI3b6P2XSErbyXn1h3nblo2MfqdhW/rrCddyGms9uTMaKRq7qv814PyUjQhUufJrOaq2LbDiPRIJcWc8SCCuWW1yJIM8ioPmbG4nQsC0TXHczGgiRCfi6tuXC761xOJqNcWnePdzfncjoV5bLnTlbabr7mbDrODa+Ku2dYVFsddEXimhdKPzGdZUT2k42HUEWJ6XAQ0TGpeF30yt7UnKn4zebjmUScrbYLbatec/SYInFpyz3GR8ZGkAyBfYkkOhIH4gkUReLijvu+/5bm7+teTuRkNMya99rn83Mt555bXPYxK+kg2Gx4fSz3RCIseKMWJ0Khwfxu07YpttuU220iug6GwOOpLLYII74Aab+fiyX3vCfDEfId9xcAVZTQdZnpSBRgMCbzOwGQL5R72W63cRznvu/tj3/843zoQx+65zqzs7NkMhny+dvTD0zTpFwuP1B+4xNPPAHAwsLCECCHGurb9bBgdAiiQ70epWkajz/++KBIZFeSJNHtdu/52bjfx/dMTfAXy6tMRaM8u7nFX62t8XvPfIs98RhRv4/TE2N8z9Qkggd9u2q1Wpw5cwZd13nyyScfKN9SFEUq1TY7XqV02ysuicf8bOVrqIo0cCJNr2JkLBNlftWFkS3PMdQ1GegR9qsUKi7U7E6zmcjGuL7mhl+3PecwFQtSblWQRIG1nSrdvsl4MsKlhW1CfpVW18B2HEb3BBn3BxmJB7ElgWTQh19XCeoqmiKx6Y1N3C3uCfu0Qe5k0OdeB1USWfLcyWw0OBi/uFWpU2y0SYX8XFxzoe1AJsGUrpKNB+k7NsSiJEL+AUDuTrnZm44zX3AdvZDfB80OAjCfK9C3bEzT5Fsr7jmfGM9wIBwn7NMwbQddlpiIRLjh5U+mAoEBQJa83Me4T2eh1sAGjqSTrOaLZH06/p7FpKKTM3tseE5kVNO55uVSHkgkuVLyGsILAmc8h3ImEOWxRJa60WPbm88dUlSulkp84sk3DO6H3Xv3lQZIx3FeECBbHizfbxufVCpFKpV6wfVOnz5NtVrlueee4+TJkwD8t//237BtewCF96Nz584B3DaR7340BMihhnoAvVQQHQLoUK8lSZJ0XzmQf+vgfv5ieZWcV0xxLV/EJ8sslCuM2xa/89ff4s+XV1kpl/m+sVEe7/Y5EPCxeeMG4+Pj7Nu374Ef/KIosrJc4pG5DIIoIMgSh+ZGCGoKI8kQ0bCP68uuO7NT9KqZdddFC/llGh33vCRFB1rEI5o721qAlS0XalTVhYJIQKPo5VdK3uSU6WycRW+93d6TEyNRrqy4+8yVG+xUmqQiAS7ecGEoHgnQrfc5uC9LSvfj8ymooszeTIKQT+W5FXe9glc8MzMS59qWC1Xtnnu8Y/Gb87kNb3qMJkssFav0TYtU2M/5NTf/TbFE9oXjpCJ+moYBtkPQq54WgE1vZOP+kcSgb6XtTYsRgPmdIi3DZH86wfV8CVkUyWYCRDMaLdOg4IHRWDg0AMmJcJCy1/vS9qCu3O3TsRwa/T4TAT/0bPbIPnyKzKWum3awm2sJDMYrRjSNM7kcpm2zPx6n0ey703B8Pq5XivzN6dnBZ3Z/MXmlAXLXUb/XftvtNrIsP/QRyAcPHuRtb3sbP/ETP8EXv/hFDMPgox/9KB/4wAcGFdibm5u8+c1v5ktf+hKPP/44i4uLfPnLX+btb387iUSCCxcu8L/8L/8L3/u938uxY8ceaP9DgHyIUpog3Tvac18yXl/N6oe6RS8FQIfwOdQrLVmW76ti9E2z0wRVlY16g9lYlKVKlRPZDGe3c2QCATZqdWzHoWGYfCO3w39eWUMRYG88xlO+AJ3cDkczI7fly72QRFFk/voOV89skB2NsL3thWpHo1S2a4wdCxDowehYDAub1GgCo9FgNh0glYpR7/To9kx6homuyoRCQcg1GE2F2PRczW3P/Qv5BGptEARY98LjQb/rEgZ9Kmu5qnu9PAhKRQPseBXbjud+jibDbJbc7fb6FgtrJbK3NCY/MjNCQtSZHomCJJAacwHT54Xml/Ku6zcSCQwAMt9yY9Z7MvFBGLxj7Bb4+Fn0PhPxaVxadZ3KsKRxLJkmEtDIN1t0DAOfcnOiTcFwf96zsTCLu6DquYuWY3M1V6Tc7jCbiJGrNNgXjzEeCxNRNJaqFXY8pzOsacx7RTn7Uwkuez0pk6EQZ71Q97gUIOQojKgy7VqDiKwQ9+ksewC5JxbjOa8YxK8oNA2DCzt5piMRTo+M3xZW/04D5L0cyGazSSAQeFkqxP/oj/6Ij370o7z5zW8eNBL/whe+MHjfMAyuX79O22vrpKoqf/qnfzqYtjUxMcH73vc+PvGJTzzwvocA+SqU0nzwzwyh8/WvFwufQ/Ac6n4kCMIdQ9j3A5C6LPOB/Yc5l9sm6NPomRZtL3dysVxBEgSu5AtEVIVit8eorrHV7aFrGv/8uTOc3d5mvljirfv2cDyT4Q1Tk6ReoOBAFEUWF1woiceDbG/X8PtVdnZcgOn1Tfp9C5+mcPX6NoIIkiJhGDZhNcDCtRzTk3E2Nl3IaQfajPkDTMUixHUfsiJSazXxJyQCPoWo30TTZHJV112rt114m8jc4jp6gJhJhMjXWggCrO5UAUhFg2yWGoiCwOqOu890LMhWuYHorbdbyX1+wXUik9EARt3kxJ4s3Z67f8mBhKagaTJbDRfsZK8K2a8qLOy40DgeD1PwHMbdv6eSUZa8iu4TU1kWNssookivZXAyk0XXJRZLVer0CAf8UKkjClDou1Ca9WlsefmVPlHAsh0WixXahslWvUFclfGpGo+NJPDpCt/c3MS0bxbliMCKlwc5Ggqy3rg5See8V/U9IcMexYchChQ8kPTJ8iDUPRUOs1Kr8ZnvvX1wyS5AvtJtfCzLQhCEe4LrLkC+HIrH4/dsGj49PX3b/+uJiYnnTaF5sRoC5OtEDwqdQ+D87tGLAc8hdA4F9x/CBnjjnim+9JdnCekqnb5JW+3yxPgotgSSLHB+Z4eULFPrGyQjEba6ecqeszVfKtE1Tf740hX+fGmFT/zpf+Nv7pljLh7jTTMzHEqnEJ8HBgIrKy4s7T4gR8di3FjIu5XYXtW17bgAnE4FyBVckCp6xTKhsA82K0RCOmsbXtV12Mf8Yp5s2sdW0YXFeMxPq9pnci5M2+wRDEgYtSZ7kkECksCR6TSiILBTb6HI0qAZ+FQmxkrOA1RvfOLsaIyFLfe4m17e5nQmzlLOXdbzHMDxZJh1r+G5aTpcXS8Q9rkNwx3g0T1JfIJGJKAjCxJ7U3ECfpWzXvi66U3gyUSDrJddaIsHfax487jXSu6ymXSM6zkXzo5PZCgUm6QDPug7nBrNIssiZzfdbY7EY2xt5hCAdc9pHPFpbNVd0BuLRbi4U2K11mBvKo7ddTiSTqILMgcTCWRZHLQHyoaDbHoNyNuea6qKIqudHi3DYDTgp1DrMKlqRBWVHdugY5okfD4kUeSRb6vU363AfqUB8n6al9/awuf1pCFAfpdqCJxD3UtD6BwK7j+EDXB8MstYNMxmtc6RsTSXNvMIBpxf3GJ/Oo5VMrEiMgf9IWRERoIBVio1ZuJRlitVjmcynMvlmI5GKbbb7DSb/MnCIv/vwiK1TpfvnZ7ijTPTPDU5QUBVKRQ6dLsueBS9ude6l+OYzUbY8pzIvFcsk0pGyRXaRCM+dvIu8HS8UYHZTITqQtcNUXuOpD+gQ7HLSCpEzsuhNCzodi0mRxNcXykAPSqlLrWWwfRokPJ2E0mCRqHFXDzGaDRMXNNxBIeuZZGJBAj53Dy4gKaw7EFjOOAu0xWJRW9ZMhJgveQ6gKteKD2mi9S9mqadaouNUp29owlurLiAd3gyzagvyGg8BCIcyqQI+NVBI/JtrwhnLh1j0dtmwGt2LgoCi547mQ4HuOBVix+fyEDXYV8ihuKIHBtJI4hwftt1XaM+jZxX0b7lhbwTPo2FQhkHUCWZZ9e2ADgxlmF/NE5IU7Ftt2I97vex4FVqH0glueBVfY+EQmy12mx0+yiaTqHRIyErNMp13pBJsb6+TiKRGDS//k628Hmh/bZaLfx+/3ekyfnLqSFADnVful/gHILmd692odPqvb6+JL9bdKeH24PMrhYFgXc+so9/+hfPDsbkrZeqbjFGvkxYU9msdZlwRBZzOY5PZJBFgUlfmJjqY/cZvFgpI4sil3byxH0+lsoV5uIx/tPVayxWK3z8//0T3nPgAPnlHH0fJBUfeQ8WW22vEjseZGunjqaKVGvusm7fhcVMJkKl3kGShAEsil7uYjYdYmsXLnvuSaQSQXLFBqoiseqtv9syaCQZJOfBqyC4LlQirLJTdJdZpslGvs7B2TQ3ll3nTXNEsrqfmfE47Z6JIIGMyEQ8TDTs46KXq1jxCnNms/GBY6nqPqBLJhZkw3MnA7pXsS1LLOyU6fZNMtEg55dcqJxOR0nIOnuzcQzHIen34dcVFqkgCrDszeXen0lwdbvobcs9P1kUWMiXMW0bVZZ5dtkFweMTGUZUP1FVxumZTIZDyLI0mLMdV2RKXji+6hXa+GSZqztFuqbJ/lSC64USmiRxMJZgMhim2utiemFoSRBYqrjbygYDLHsFOmPxGNeKJT45O0upVGJhYQFd10kkEvh8vnvcnS+f7qeJeLPZHDqQQw31QhqC5lBDvX70IAAJ8M5H9vNP/+JZrm3lifp1Cs02Y0GNzVaPPSMJzqxto3jj9AqNNvlak1qrgySKtPsGx0ZTiKpIOKmxUq+RDvgpdzoEvfY+jW4f07b5b8tLVKwuvEmjZ0rEWxEyHZWQqXD4QBaj12J0xE8qGaVQadHrGVSqHURRGIzzmxxPsLzhhm7znsMoie65RsI+NnNuiLfvhZSnxuPcWHEhcMfLdUwnQuRKTbdlUMH98htJJ9ipbRP0K2x4PSe7Xqg+FQuw6S1Lx4NcXtphJB4cjEhM6DppxcdYOowjCMQnM9hWn6gu07dhpeh+NhMPuW6iAOtee6G9owkurbvuXcfLWRyJBFnxWgOZtsO55W0QIBb0EZU0Do2n6Vsm/YjltTNyWwct5L0Z1ZkUl70+kYrsQrYsCizmyzR6fVTvZwvw2NQoekwmoCsgCfjaXXyyzKo3zzujKyx7k3l0D1B7lsWNfJlco0nS76NjmhyJJUmG/KzV6zR6PUbDIbabN3tG/o3JcQ5M3RxdWKvVqFQqrKysDHqKJhIJEokEuq7f55374nU/APkgTcRfSxoC5EOU0np+FfYQlO6s+wHN4bX77pPUEpDMl+ZgDh3Qh6fdELbjOPcVfhuPRXjL1Azb1TqyYBCXRJLxKPlujm0PJFZrLcK6xma1zp50nIVCmRMTac6ub6NLMmdXc+xJxdku1DFCJifiGSRE5mIxFisV9ibi3CiXCVRtWjERDJsbMYO83KOpWATWTGItAXG1T9IfJD9fZHI6wdpKGQmobddJairJgIaQihAO61SbTfxpH6l4jFg4gs+vUml26fcNen2TSEgfANZIMjRwHTtea53psfigv2Sh6jUIH09wcSGHIAgUai5k6bLX8kWAFc9VzCRD5CpNt7gmV6XR7jE+EuaCV0gT8ss0OyZHZkcoNTpEgzp+QebYxAiSKHB1293v7s8n7NdY9HIaR+Mhduq7vSO9yuaRODe8Qptu3+D8ag5FElEViaikcXgiTdc06VkWutejUpMl5r02P/sySa5suftMRCJstvKIwEKhQqXdYSYZZblURRIEjsyO0DYN+raJaVvQ7KAKAle9MPVMJMSyd19MxaM8t7HN1Z0ih0mxmq8S0VREE06NZOmYfa6Wynz0yceQZXlwT8ZiscGfhYUFwuEwOzs7zM/P4/f7BzAZiURelhD3/eRADgFyqBelB8k1HALT7Rq6mUMN9Z3V7oPRsixk+f4eF0/MZPjc/7VMIqhRbPXIbXeI+lX0rsjjmTSVVot0KsGl3M7AWSx4DtPV7YJbSVwoMxmPsFaukY2EOLewzcmJLFWrw4gawBeTmM9vASI11UKwHGoBkPpQ36fSadiYx/x0CjXMaQklrsEaJFJBcluuY1eONFlbKTExFWJjvYmuy+ysb2CaNgcOZVm8nmN2JsmS5zqWHIkwMlOJCAFBwh9QEUWRE3MZAkENZTqNIAoUG238moJhuuHY6dEYy1tu6FtS3RB0NuFns+QW9OS9huKz43EWPEe06YXiRyIaO3UXPi3HYatYp29YXFn1psfsGcVsWkzEQwh9h5MTWfw+hY1ynVytSdmbkT2dirLihap3Q96KJLLogeS+0SSXN9xt1ts9Lm/k8asKpm0TV3UOT6RpGwYto4/hVWGrksiCN497fybJ1Zwb/o76fVCqYjkOy8UKW7UG6VCAQqPFaDjIvpE4lW6HXLOJ5NxsKr/qNSeP+3SueS1/JqIRzmy4ofiT41n2h+O8YXpyUFBl2zaO42AYBtvb2/j9fkZHRxkdHcW2barVKuVymcuXL2NZFvF4nGQySTwef2g9Ge83B3IYwh7qZdXQlXtxGl63oYZ66bpbDiTcP0BubW3ha+fRFYlSs8dsJsbSToWZdJxzy9sEVYWVrRb9jkir2mO7U+VkJoMgCWSDQZYrVSbiEc6ubxP3+1gr12h51cQ3CmW6hsk3FzYIKyqWXyW0YWJJDpgORlpGqttYuojYd3BCIiW/gfGoxn/vVSGkoqLSP98igsr6Wtk7avfhPzmZ5PqNHQTxZm6k3+v1mE6FBhNvqrU2q2tlDuwb4fK86xLGYn7K1TZHD41S2KihqhL51SqjvgDZYJDguIKmSZg4HJ5KEwxqdPsOlmOzXXLhud91gTLoU1je9no+puLs1LfRVZnFTRcux9JhivUWCLBWqOI4EA35Bq2E5sYSrG1VGU2E6DcNDo+kSEbdEZPVdps1DyT3ZROD3pG7CmoKN7bd/ezNJji/mqNvWpQbHa5uFfDJIobjkAn42TeaoG2Y1Hs9NG/WtyQILBXdY59Lxlj0AHMiFibfaLFTbxL2qczny/gVGVHXOJpI4VMENuoNRAdikkB50HbG/VsA1io13nv0wG3V+Luz1a9cuYJpmhw/fnww4lIQBOLxOPF4HHArocvlMpubm1y9epVQKDRwJ8Ph8IsucBmGsId6zeiFYGkISnfW8LoNNdSDa7ctimma93RsHMdhfn6e9fV1Hj/1KG9taPxff31lUHFc9GZBL26X0WWRrUqDfaMJbmyXmE4KnL2xzZHJEerbbWqGzJFYEsUWOJpNs1VvDGDkxHiGsxs59B7URJA0ma4PpI6NYwjYgkiyKtFwLPw9gXZYQqvZ9CIiWhOuJTpojyiUQxLasoW/7FAoer0UFRcCJifjrKy7ELRb3Z0eCbNTahLwq6x64LlbeDMxFmVtqwpAw8sHnJ1Mcm0x7/5bgHypyeEDWS7NbyMIAuGQTq3R5ej+LJtWnUhQQ/PJ7BtRcByThiLQtR02vUbgc2MJLq14xTVe78e50cSguGZX8ZCPpV34jAU5u7hNodYiX/VRbnQ4MJFip9ga9Lo8OZGlZ1mDudxzmQTnVl3Hr+MVHcX8Pq57xTVj0QALpQaFRptEw8+1rSIBTcF0HKbCEaZSERq9PiWtTdh3837ZHaOYCQeZ985p30iScxs5dhotHhkfIVfr4FNkQnqQw4pGq99j3nMiZ6MhlmtN3n3kwG3na5om586dw3EcTp48edsvObvupGVZ2LaN3+/H7/czPj6OaZoDd3JjY2MAm7vupHJLg/IX0v0C5P2MJnytaQiQrzMNQenFaXjdhhrqznqhVj6GYXD+/Hk6nQ5PPvkkwWCQv/XEQS6t5NipNPFrChulOrNZt9fheFRnudJB84BtdxLLlfU8sYDORrHOPi3JuevbnJjJUt/pMDUd5mgijU+QOZhOsrRdRHKg5QOt69DziYTaAs2AgNNysAMy4bYITQu/pEKtj6ULYDv0QyKC7NDZK9NyRHKWTXBD4mq3jC1CKOwWXqTTIXJedXfTA8PJiThX5nOIksCa51JGI37WtqpEwj5WNzy49EKa49ko696Ump5X2DIzEWdp/WYfyFKlRSzs48qC6yBOZEIUij3G0iE2iw0iuoTRaLIvGSYQ9GE4DtPpKCG/e5wBXeGG505OpKOUllxXdMsr9Nk7lmDee1+SBEzLptrssFNtYpgWj8xmKBZaxPwamiNxciKLIAoUmi0kUWAiGaKy7kKrLbnIEA/6mPecyj2ZBOfWcqyXaoR0lSubBTRZotM22B9PkI4EqHY6GKbNaDTEttc8vOG1/gmoCtd2vJB1LMIFL6fz0cksW40eM5EAYVHisWiIG+fOUEkmSSaThMNhLl265KYRnDjxPIjb/RnsLrdtewCTiqKQ9LYDbpV0uVxmdXWVK1euEA6HB+5kMBi8pzt5vzmQMzMz91zntaghQH6XaQhKL07D6zbU6113e0jeqxK72Wxy5swZAoEATz755MC5OTSZRm/DxnqDYwey5Gstsrqf0KhEq9VgfzZJqdYmGtDZqTU5MJbi2maB6XSMyvI2kncsa4UqkihwaWWHRDjAtZU8e1IxrDboxS5CUMbqmgRGfHTNPqDQkC0EU6CqWEgdm5puodQc7LBEYMPA0QQURaaWEAh3JUq6gziqseyzCE3pnLFrpB4JMy6HycQCiLKIaTsc3jNCwKeyZzJBIKSRKzQQgILXlHxiLMrF69vIssiKl8sYi/pZz1UJBTWW1t1lAZ8bFo9HfYMqcEF0cwEjQY3NfNN7P8hGoQGCxMpOG8tymBoxWcm3EQUoFVtEJYWD4yO0egaSLKCIItOpCKoqM+/N6d4NLwc0ZQCSc9k455ddp3F3oo5PU3h2YROAE7NZNnI1ZEmkXq6zPx4hFglSbnfwqwrTyShnmi6o1r12PfHATafywGiS8+s7lJoddEXm8noBURCoqV2OpdMEfSr5ZgtFFNk3kuCsl+eoKzeRZKNax7BtGj2T9WqT33jPD3A0GaFYLLKwsDCYLz09PU23233BPouiKA6g0rbt2/4Eg0GCwSCTk5MYhkGlUqFSqbC6uookSSQSCZLJJLFY7HmpHPfjQLbb7WEIe6jXv+4FSkNIuruG122o16vuNo0mn89z4cIFJicn2bt3720Pb0EQeOf3Hubzf/TfKVXabOfrFAtNNE2m2emzZypAeb3B8X2j5KwmUUnh5EQW0RGZS8dZL9bIxkJsVxocnRrh4toOE/EwhXqLWrWFAJhhFVsWQJdQWjaCJJOuCDS6JpqmUA84yG0by+8+3B1RwAjIOLpI33TQ8jZ90USvmbSSoNRsGhHolTtsZyRWmz16jsEeJ0T1Qhm/JSFIIr2uyaEjYxTXa4yORthcrRLQFZyuxVQ8zEgmQqvdR5JFVEHk2J4M/qBGodyk1e1TLLcQcBjPxCjV3H6Uq97UnKmxOBfmt5FEYVClPTOe4OKNHAjQMtxrPJUNs7ztuqPr20W2Kx1Gk6GB63h0T4akqjOSCKLYAiemMug+lRvbRYr11gAaR+Mhlr2xitl4iJzXGmjTK+yJ+WTWql2gywm/n4WNMoIAnVafo9k0QZ9GpdMh6tOZTkU5s+JCZcsLf4d09RaovNkS6MRUlqVcBUUSEUw4mc1iCTY5L5R+IJPkqudKTieibFTrfO+eKSRRJBgMUiqVBiHnUqnE0tISmqYNXMVYLHZPqPt2mHQcZwCTqqqSTqdJp9M4jkOj0aBcLrO4uEin0yEajQ7cSb/fj2VZLxjyHvaBHOoFpTZtZMW+bVkv9Mp3xn+5dDdIGgLSvTV0L4d6LevbQ9iO47C0tMTS0hJHjhwhm83e8XN/8/R+/ul/+AabOzVmx+MsbZY5MBrn4mJu4DCubJWpd/ps5+tkkyG2Sw2OzGVYLfQ4uC9OOKrgR+bERBbDsIj7dQrtLnLDwAwpqOU+/YSK0OhDQqXTtTGDKoINYheQZXybBrYC/ppFOyIR60pUdAt/V6IRALUiYPRAaTlERJmmYSLY0JAtnJjIVaGN870afltCXuoRKImsem5iPBlkc6eO7pOZn9/Bth2CIZ1r8ztMTcRY8cYjzswkWVkrsXcuzfxSHkUS6dW7jIZ0gkERRQ+gKDKqKLN/IoXfr3Bj3QWoQV7lWJzFTRcqNU0H6qRiAbYrLnTJggttsiRwY6NIp2cyno5w/oYLddOjMcqFFrOZKHbf5pHxEaIhnWhAp9Jos7HbTzKbGBTSJMIB8q0+kiiw7E2u2ZtJcN1zN4/PZJlfL4IAzUCPI5kUIb9Grdsj7vcxlYpydtXdv+MVxKiSxA2vJdBEPMI5b/Tio1NZ8uUmqaCfpObj1GiWSqfDRrXOex85iCSK9Ho9nnvuOYLBIEeOHEEURaamprAsi3K5TLFY5OrVq/T7feLxOKlUimQyec9+kHcLde9CZTgcJhwOMz09Ta/XG7iTS0tLqKqKIAhEIpF7OpHtdptQKHTXY3itagiQL7O0hn3P918PgDl0316ahtdvqFeD7ieEbZomly5dolqt8sQTTxAOh++6vYBP5QdO7+c///llfKrr0GwV6gjA9dUC6XiQfKXJ4bkMl5ZypKJBtksNqo0OAnB5aQefprC8XmJuPMnCZonJhE6rZiM2LIIodPoOwT60gjJS36ari8h1EyMso1ZM+nEFyQYroCA0TBTHxrRAr5sIEQWxa9GPyShNGzMqY7ZtzJBCsibRMPoojkAn5CB1bJoJAS0jUT0kUiyaqA2J680KNjA+FuNSdQu/T2Fp2QW/YMgHVEgmg6ys38xBBBhJhVhYcdcLh1Ncm8/fli95YE+aTqXH7GiUbsNgfyZBIhIgrGk4IrR7BulokEwyRL7aQpZEKm0X0CbTQRZzrhNZrLhQOJYMs7ztAmAk6OP84jayKOD369RaXQ5OpVjYLDEVjxCRJWbCPlRdo204iMDB8RSX1lz3UPOm8KiyxILXb3J/Nsk1z2k8MZ3l2pqbx5gO+Dk8kiLk06j3e8T8PiaTYc57YxJDXkshgK1qw3vl8MziBpbjcHg0Rb7S4m8fO0in0+G5554jGo1y+PDh2+5XSZJIpVKkUikcx6HZbFIsFtne3ubatWsEAgGSySSpVIpIJPJAoe7dQhzHcdA0jUwmQyaTwXEcarUaCwsLFItF8vk8sVhs4E7eOhlnd5Th601DgPwO616A+XqGyyEY3Z+G12+o77R2AbLdbnP27FlkWeapp55CVdUX/Oz73niEb/zZPM1ckxMTI1iOQ0y18YciBAI6QV0F20ESRa6u7BDya2zka+ybTDK/XuTwTJxzC9uDSS7FuokgiphRHdkGO6Th64l0RUg4Ar2+gyzIdNsOpi4i2g79qIxuCXRDMhFTpKbZRA2VimkT70tYtohsS/R7YMo2ggNNxcJRJLoCqKaAowgkqiI9VUDri9SToAYlFnQTPSXxLaGMkxTYP5Lk2tUcsiyyvObCVTYToVhpEQxqg3GGitdQPBr2DQpqohEf67kqkZDODQ8uIxE/q9e3abS6rOWq9Pomxw5kWVwsIIoCdt9ixO9nZjJOu2cgSSKqJuMIMmCz5E3TkXBbIcmiwKLnHu6bTHPZ6yfpOGBYNpVGm61yHct2eGQ2wo3lHLoi4RNkjo+PoCgSrb5BPOBjIhXmvDd2UfIq0m+Fyn3ZxKDQ5sR0lqseVNqhEEdH0uiqTMcyCGsao/EQ17w+klOJKCUvv9K0Hb5nzyR+CZ599lkSiQQHDx68JwAKgkAoFCIUCjEzM4NhGBSLRUqlEufOnQMY5DQmk8l7hp/vVYjjOA6RSARFURgbGyMWi1GpVMjn89y4cQOfz0cikWB1dZVms/myOJC/9mu/xn/9r/+Vc+fOoaoq1Wr1BT/jOA6f+tSn+Gf/7J9RrVb5nu/5Hv7P//P/ZO/evQ+8/yFAvop1N7gcguVQw+s31CslSZJoNBrcuHGDbDbLgQMH7nuix/Rkkj3TKc5eWCcdC3Ll6jbJmMra0haaKiPJEpudPvunExSqbfZMpWh0egQ1jRMzWWzDZiSsUW12mUxHWMvXUEod7KQPq9aFuE6j20fwSZRxEPs2tiYh1Q3MsIq+2cPyiSiOgyOC41NAhLpgIRgOVUVA7do0NIFwR6Qp20Qq0MVCthyMtAJ1AyMu066bGGEJuWai2w6aT6Zj2FghkaJoIh6R+e9iiUBQZY4Q/jL4xRgKAsf2ZfEHVcqVFrV6HdNwiEf9jI9FOX91G02VWPSAc2o8zoVrWyiyyLJX1T03meTC/DaCANteP8p9MymuLrsAGA7rLG6UGE9H2Ci4+YtH92YJiG0yiRC6LnFo1I8o2BQabRxVou41b09G/MxvuPCWDMqslNxQeNkbO5gI+Tmz4M3AnstyzZu4kwkG2Z9MEAnq9G2LmWSUaNDHWS8PUvGm2CiSyKIX/p5JRQcNy09MZ7nibSuYinMsk0aRJQzDRpclEkE/13NFPvrGR3n22WcZGRlh3759D9yvUVEUstks2Wx24BoWi0VWV1e5fPkykUhkAJMvVHF9qztpWRY3btyg3++TSCRQVXWwn90Ri+vr6/yDf/APKJfL/Oqv/iorKyu8853vZGRk5IHO4W7q9/u8//3v5/Tp0/yLf/Ev7uszv/Ebv8EXvvAF/uAP/oCZmRl+6Zd+ibe+9a1cuXLlgUc/DgHyNaghWA51Nw3D4UO9WN3pwek4Dt1ul52dHQ4dOsTExMQDb/d97zzB2QvrLK2WUFWZQqXPxHiU9a0qR+dGuHhtC1EQqNc7XJ/fwTAten2T8WyEjVyduckIlWKXcFDEV+ljGTaxlk3TcAh3HVqWg1436EZUpKaJrUk43rkYIQVREuhIAlLHpC0I6Nt9xLCM3TCQwgpGx4KkTMeyECTo+AVsS8KRBcSajSMIxCoCbQeiXYlqAHxVm6psoZbBiQrINQspLGP0TMpJCbPdoD5tkW6q9De7+PM2o6Eg+UKTmZkYS6tVBAFEC/yIHJzNUKq18aUjSA48sm8Un1+hWu/QibjjFCVRYM9UkuveZJzdSTdjI2EWd6u+I342CnX8mptD2ekZBAMaF72xiJPZKIVyn0wiQKnUYcSnEFMhHNMxLRtd96OrBuPJMAteP8lULMBWpYEoCIO529MjMa55TciPz2W5sOTmMQojMB5yq9cdEQ5kkwR0lWeXXQDd7QsqCrBR8XpDRoKcXdnGceDY5AiX1neQBIHJ8QgH0wl622uMjo6yZ8+eF93se1eCIBCNRolGo+zZs4dut0uxWKRYLLK8vIwsywOYTCQSd81pdByHxcVF8vk8p06dwu/33+ZO3jpi8dq1a4yPj3P06FH+5b/8l+i6zgc/+MGXdB67+vSnPw3Av/7X//q+1ncch89//vN84hOf4N3vfjcAX/rSlxgZGeErX/kKH/jABx5o/0OAfB1pCJZD3Ut3uobD6zfU3WTbNpcvX6ZerzMyMvKi4BHg1PEp9s2lWVotcmBvhovXtgY9IFc3SqiKxI3lIpPjMda2Khw9MMqF61uYfbd4JF/uoioS8yslxL4NQR9GvYcQ0pC6NpIsIQJKxUASRIRcB2QRv2PSliCkKVQlB02SaQO2T8ISBJywigBYQYVgzaaPjV61Ef0yVs+il1QQDQczLNFuW1g+kU7fQm1Z+HQFq2xgBUSEnoMRlQhaIi2/RLQo0HFMtA7kEwZqRqB6QKG63UYOi5QFCwfYv2eEawtuCHin2GArV2P/nhHOX3Jb6UyMxVjfqrBnJsWNG3kEARREplIRUokgfdPi+J4s/oCKpsp0++YAJPdMJd3iGQFK3mzumbE4S1u7UBgiV3aXN3sWnb7FZNI/CJ2rcZu9qRjhoA4I7Msm8PtUzi67IBr0chdVWWIp525zz+jN4puRaICzu9CajhLXdKbTUUQEjo6n0VSJM962srEQuZr75VTzWgL5NYVzq9u8e0+K8fE9zM7OvmR4vJN0XWd8fJzx8XFs26ZSqVAoFJifn6fX6xGLxQZAuZvD6DgOCwsLbG9vD+AR7p47+dWvfpV+v88HPvABvvCFLzz0c3gQLS8vk8vleMtb3jJYFolEeOKJJ3j66aeHADnU83UnsHw9QCUMoeilagjmQ90qQRAGruPZs2cBGB8fxxmMlntwiaLA337LUX7rN/4fCuSJ2NDcavDI9Ajdnkl8Okir3cfnV4kGdHqdDtmEhiQp7JsOs7lT48BMmgvz7ki/NmD7VUTHoSUJ+GzoiBAwoaXLBCWZpgyODZIDja5NuAOiKqI3bNAV7K5NUwPNAkMCQRaxJQFUCQewAjKhBiBK+LsyHdFGMUVKiknEVqiKNmFZoWbbBE0BqSsiINATHfo+cJAQHfDXQXBEtAZ0IiJGSuSS3UZOSlh2AyMKh+JJllZd8Op67W9mp5IsrRV3fygAZEciXLnhOn3hoM7lGzkiIZ1Wz8QwLY4dyLKz3SAd9WF1TI5OjRAKajQ7PQK6QjCgIQkCwYDGdS8fcTThY2nH/RKQVA1oEw/rXN+s4Dgwk/azXHBHLE5l44QkhdlsHAGBE9NZdF3mhpdTKcvuM0VXpJvjEEdv5kEKCJzxmpzPZeL4RJnpdAzRhuMTGQQRLm64QD2dirCcL/Pux44yNzf7ou+9B5EoioMCGMdxaLfbFIvFAVD6/X4SiQT9fp9SqcRjjz12196OuyD5p3/6p3zkIx/hy1/+MqdPn35FzuNeyuXc++fbQ+gjIyOD9x5EQ4B8iFJrFrLiJkf3I/duLPqd1ncbVMIQih5EQzD/7lW1WuXs2bMkEgkOHz7MysoKzeZ9DJy/h974/Qf5o//fN8ht1xifCrG+3iSVCLN8fYdypE67Z9DrW6RGAhSKbQ4eGOHq9R1mpmX6hQ5r7RxarUvfdojoMu1un0hYp9HuISoSkgBdEURZpCmL+CzoSBA0oaGA2TYwJAWhZ+II4NgOmi3QtW2CDQdDcNAtCzGqY7b6WAmVft/E8kv0un0cWaBj26h1C9sHes2go4v4+xLNgEPUhKpiopcc+qqD0rXQYjqdVp9eXEKpW9ghkXBLxDAddF1hO9QneFjlabXGSDpA1vHha0oc2jOC36/Ry0TQdYVFDyQjYZ3NnRqJqJ/rS24e4eR4nAvXt1EViZWtCrbjMJIIc3nRhYHZyQSLGyUyyRDLqyVEAfaPJqjUO1hmF0UUOTSZRlYkbmy6UDmejlFquFXalbb7PBuJaKzk3DxG0zS4uuL2gxyJhyhV2syMROl3TI5PZgj7NXbqLQr11qC4RlckFjyncnYkxuKO+1pX5YGreWA8hWgLTMdCtGtNfujRfex5heDx2yUIAoFAgEAgwNTUFKZpUiqVWF5eptFoIEkSCwsLpFIpEonEHcd8/tmf/Rl//+//fb74xS/ygQ984L4d1J//+Z/n13/91++5ztWrVzlw4MA913klNATIl0lq7c6TG17NYPl6hkoYQtFL1RDMX//a2NjgypUr7N27l6mpKQRBeMFRhvcjSRL54R85zf/+m1+lWu4iyyLXr20zNhFnc6PCwcOjXLm6jSS4TufqaplgQGN5pciePWkWlgoIbQMx4qfb7iMEdFoGiIKMIcrIrS52SEfId3ACGrZhoAgCgq6g1ProUR9OpQchFafWw4xqiD0bQRdxJLBwEAQZp2Nh6wrBik3fgagk0ugayJJAOyAi2dD2QBVZom866BWHPjYqNkJEQehamBEFoWFgBSXidZFW3yLaFKnrFkrfoeo38eVsxKCEVDPYitk0LINa2mSkrtDL9dCLDoenMwiGzexkgnqlw76JBIl4kHa3D4KAZTvMjMWJR32cu76FIEC57jqGs5PxQUg7GQuQKzUI6ApXlnZodw2msyHm1+tAnX1TKXotk8l0hHarz7GpDOGQSqXRJejrEQpo5OoFAprMotf0fCLuZ9UbQxnya1xc2UESBWIhH8Vam/FkmNxOnf2pBCPxIPVOj3q3Nwh/K5LISt7d1ng8zLWtAo4DGH1yHZO/931PvKR77mFKlmWazSa9Xo8nn3wSx3EoFAqsr69z5coVQqEQyWSSUChEIpHgG9/4xiBk/SM/8iMPFH7/+Mc/zoc+9KF7rjM7++LAOpPJALCzs3Nb/9adnR2OHz/+wNsbAuQrrDuB5RAqv3MaQuVL17dfQ7H3nTmOoV6aHMchn89z4sSJwYxguPcowwfR9735EM/+jxusLm8Tmwhh2iKaTyHsk2lVq+yZjqDpPsayCdodg1BIo1Rt41dlNMehp8rojkNXU/CZNh1FQjIsTFVG0FVEwA5q+CSJjiQSFqAOBDWNZs9GUxTMHpiySqwLpiMS6AuYAgQc6KsigijQwMGWBQRRpm45qIpMV4RQByxJIlAHSxYQu9DWBPySTE2yCNiyux9ElJaA44johkhHshF1ibbkoHUFRFVAKFrYioDtOBhhCX9XpGVZaA2HZtimNyFS2ydQreRRpwQMv8PmWo1UIsjKehnTsjl6aJTL19wK7kqlhdO3OX5wjHKtxcGpFKGwTlDXEASBeqdLLORjdCTMpcUdBFGg7Q0Xms7GmPdC2vGIn/ML7iScRNRPvtJiKhPl+nKeVNjPvskkra6BbVvY2EQ67uvLXjuffaNxrnrQGg3qbJTqtLt9ys0OpYYLlVdyebKRIHOjcdp9g7FoCF2X2azUcYCOLfC+J48Q1J/v6n2ntLS0xPr6OqdOnRpMlAmHw8zNzdHv9weFOL/7u7/Lv/k3/4ZOp8OHPvQh3ve+9z1w7uZuP8uXQzMzM2QyGb7+9a8PgLFer/PMM8/wD//hP3zg7Q0B8lWgIVS+ujSEyqG+GyUIAidPnsS2b///fbdRhg8qSRL5gR88ymd++jJlfwNJUWg2uqQnAuS32hw4Ns7Vb62RSIeo1zuYpk12IsbVC9totoktK4jdLoqqYDg2ktFF9qmwXUcN6/RLPSRdxhIEJMfBDuqI3T52SEeqdTFCGkK7jxjS6Hct+rJA3xawbQtHlhCbPWy/TLBh0xVtIrpKs9NH0xUsx6InumMTe4KDjkQLB7Vu01YctJaJFFbR2iZ2WKLbNTFDMoGOgyU7BGyBXs9CwMGKyNiKgKCJmD2HYFdEVSQkScDUJCzbQUYg1lOxdJtW1OKcVcN5QkKyHNqLNhnRx7VFN4y9b26EC9e2kGWRrZ0ahXKTfTMpvnV+HYADe0ZYXi0TCmgsLRdIBnT2Tqdp9gyyMRfeBKBvWVz1+kIems1wcdENLWuaguNA37A4d2ObTs/g4HSaK6tuaP34niyFahNNAbPbZSKigyxybd2F0sPTI5zz5m7vQmWx3sLCoVBrkYkGya+3UESBIxMpJEXh773h2Eu+3x6WlpeXWVtb4+TJk3ccR6iqKqOjo4yOjvJ3/s7f4Q//8A95wxvewF/91V8xOjpKsVi8ran4w9Ta2hrlcpm1tTUsyxr0udyzZ8/gWA8cOMBnP/tZ3vve9yIIAj/90z/Nr/7qr7J3795BG5/R0VHe8573PPD+hwD5KtVrHSpfT0AJz4fKIVAO9d2ihxHC3tXJp/aw/1ia6xfyTO+P0Gx06bcdNE3m6oUNJudSrC2XOHx8nMsXN3FsBwHoIaLgYEgySr+HoWqItoPlCAiahm0L4PfhkwU6Dvgdh47hoFgCRttEQELvOvSQiPYcWj2ToCJiAoIDUkDAEERERLqKgy7INGwbv6zQBvy2RFsEreXgyAISDjKg+BRalokRUuj3bSyfhNaBriQRawu0DBOfAIZfQrTACMvIFRt8AmoXDGx8fo2y00dpgukTEFs2gaBKs92jHxXwNUV6jkNQEskJHZRZiesBg3RTJS36MHu222fSr7JdqBML6zS7buPw6fE4VxdddzAaFFnP2yCYXF8tUKl32Ded4sJ1t8XOkb0ZKpU24+kYguVwfDaLqklUml3S0QCjqTDnFrYRBai1ugCMxINcXM5h2Q7H5rKc99r5zGUjOGabhE+mUWtwMBtD1RQqrR6yKHBoaoTzKx5U+lVytSaOBfl6lzceyRALvDzA9aBaWVlhdXWVkydPvmAj8LNnz/J3/+7f5dOf/jQf//jHEQSBXC73ssEjwCc/+Un+4A/+YPDvEydOAG7+5Zve9CYArl+/Tq1WG6zzsz/7s7RaLT7ykY9QrVZ5wxvewFe/+tUH7gEJQ4B8TenboXIIlN85DV3Kl0dKEyTjpW1jGEJ/8bpTuO1hhbB39fYPHKayUaGyVuLQ/jTlQpOpPSl2tqrIvT7T2TDV9TLHDmbY2apCsYqsqYiyiIyDpMioPQNRU8A0cRQJbBtkEduwCYgCjiAQ6FsImoLR7SP4FPrtPoom0+waCI5D1xEQuwZ2QMUqd7ADKk6li6hI2IKAYpqIAQ250gO/gtq2MRXwo9AQbQKiRKNjIJkOkiyAYRPxyXQ6Bj5Noi1ZiAgYqojWhZ4iEW2LOKqEIko0RZOwIFOxDeJd2QuLO/Q1EadvYwVE4l2ZRr+PakMv5CC1oR8GqWBRULu0VItzfoNYVUIo2UgFi0dnR7l0PUcy4iOgKewdj2FbXVTNz8HZMKGgyvXVIpIoUPdAcCIT5fLiDrbjEAnpnPealo9no6zlqqRjQeZXioxGQ0yPxWh3DZJhP35dwbRsmp0eawUXUqZGoiztVHEcGMskuLC8A7QYi2psVnuoskij3ubIWBpFtCnVG2QiftLREAu5Mh984/GHdq+9FK2urrK8vHxf8Hjx4kX+1t/6W/zMz/zMAB7hZs7hy6V//a//9Qv2gPz2DgqCIPCZz3yGz3zmMy95/0OAfA3rteRSvt7D3jB0KYd6fephAmS328USupz8/km++q8uIVh5bAQufqPM3mPj3Li0xb5Hxlm/kafT7NKodRA1DVWCni2gitAzwHJM7K6JI4lITh9LVtAky3UqRYG+aYMkQrMNmoJY6SJoCnrfoes4iKKA2LawJQm1Z2PJMqojYEgyqizTsy1kXaPnVUwLiPRlCMsy9b5JVJboODZhQQBZxOyZiJqM0wdBlREEkEwHRxJQ6yYIAj5DoO1YaH6ZimOidB0auojatnBCIr1GH9MvErBlGpJJuCHStQ00UcQKiWg9gbYGiZ6C4bORJImS0yNal8En0pQs7FGJP2/vIE/BaNDH5cs5RAEy6RBLm0XGMhFurBQwLZvjB0fZLtTZN54kFNKJhX0ICLTafaJBnYnRGBe8Xo7xqJ+dahNBgCvLeWrNLnNjcS4suC7iiX2jFKotxiZDhAIaYb9Gu2ewVXKLbPaMxlnwelBOp4LM59zinbGoxmbNdSUlJP4/3/coseB33n1cXV1laWmJkydP3nPeO7gV0e9617v46Ec/yi/8wi+8LP0qX60aAuTrTEOX8tWjIVAO9XrQwwLIWq3GmTNnUBSFv/GOY0R8Cc7/jxtIioQ1bmP0+jxyapJauckjJydZvbqJWaqi+n30TAtVlbFFCZ9kYgsiAiDKAn3DIag6dLomIV2h1zXwSSJWz11P7hv0TZuALNFu9gmGdNqNLmpQp9fqY3n5h+2W4YaOy218fo220UP0ALFvW4Q1iWa7S0SV6XT6iA7gl+k1DJSgglEzsHQRzRLpmxa6KmG0LURRQPLL9A0Lny7T7dn4bHAkEV9fQPCrOLaAoEvEBIWGaRA3ZSwJFNuhr4JTNmmrAiFTpm700DSJhmahtxykkEC71gddQOuJ2KKNL61x3a7Te0wk5ei02wJpKYSuqZiWzehImMsL7tSfkWSI565sgAB7JpMsrBWJhXxsbFcYi4eYyEbp9Ewemcvi9yks5yp0en26hntPpKIBLq/s0DcsDgd1/vryGgCP7MmytFkiFfYR0jSOz2QQJYGeaRHxdfHJsFlzwwWjUY1Ku8OJsQDNZpNAIPAdA7G1tTWWlpZ49NFHXxAe5+fneec738mP//iP88u//MvfVfAIQ4B8qFLrBrJ8E9j6kbsPaX+lNATKV4+GYe+hXu260wNwNwfScZwX/YDM5XJcvHiRubk5JEni2rVrTJ4IsnpN45v/zxX2HJukVmjQb3TwR/xsXd+kvl1GVSTMZgtFU7F6BgJ90FUco48W1DHaXfw+DaPdR1dEMAxUQMRtDo4gICoSPtVB1iR0RUcUJYLxIJZlE476sGwHBJGwX8AwLdJhH72ehU9TMS0Hy7KRFJlO1yKuKRiGRUCSsHEw2iZhv0q/Y6KqMmbfRhAdZElEMgV8mootgGM6aLJCu+e6l6YAguVgOw5Wy6QngE8WaNh9dAQM2cLoW4hBGaluYysiUUGhZ5pEFJW6YxLryTgaCH1QFQlBEGl1THRHpNMz6CkOigyFbpcCDvaUiFhsEpqSECSRaT1GLOzC+eHZDP6AwtJ6CUGAVDLI9ZUCRsBmfqVIpdFhdjzBpYUctuPwyP5RNgo19o0liUf8dPsGPdOkZ1rIksBYKsJFLx9yLBXlnFeQc3Q2w5Vld6pOfCTCjD9APOTDdmze9fgI3VaTZ555BlVVB9XIsVjsvmevv1Str6+zuLjIo48+SiQSuee6S0tLvPOd7+SHf/iH+bVf+7XvOniEIUC+rFJrtydzDYHywfR6B0oYupRDvfq1Ow/Ysixk+cEeGY7jsLS0xNLSEkePHiWZTOI4DqlUimKxyPf/mIIvZnP+vy6gB3RUUaa4sIllWPh9IpIiEh5NIskSwbAfSZMJRHz4Qz58AZ1wKoTuU4hlIqiaQiobRQ8ohGMBdL/+kqD3TufSavVp1NucPXuRcqnB6OgUvb5Fp2tSqbQwTItKtY1pObS6Pbo9E9O2afVM+qaJJoj0+ga6KGGLApZpI4kCuihSbxuEFJG+bSNZAoqmIBoCLdEhKqkYhoUmynRNC58JpmJh1C0cCXwBlZph4DcFBMkBB3RZRDElJBVsWcBsW5h+AVuWOG9V0Q0RrS9hbxnsi8SYX8tjmDaPHHBD23vHE8SjAbp9k9FUCEEUCPhUoiEfl5dzGKZNNhniGc9xPDKX4epKDkUW8SsK+8aShPwqpgP7xhIoisyl5W1A4PBUmotexXdQV0EQ+MBbnkAQBCzLolwuUygUuHz5MqZpkkgkSKVSJJNJVFV9KD/Pb9fGxgYLCwucOHHiBeFxdXWVd7zjHbznPe/hc5/73CsGuK82DQHyFdSrHShfzTAJtwPl6xEm4XagHMLkUK8GvViAtCyLS5cuUalUBmPfdoFO0zTGxsYYGxvjkUceofgPi6wtbVCtldH8GpZlEQqFOH78OIry4r8nH6YrJAgCqiqwvnGDVNrHD/zN0y/q2JqtHstrBbZzNYrlFtvFOtVGh2anT6Xeoe9YdHoGRtfEFgQCAlimgSyLWNjojkBfEujXLTRNRJVluj2LpKLSw0C0BBRJwuzb9G2ToKbSrncxNQG/KtOq9/FLEj2/jWKDuE/lBm2ktMqIpbOSq1Avd8ikwjxzaQ1BENg3neL6Up6Azz3fbCzMSCKIZdscm82gqhKL22UE4PDMCOcW3Dnc+yZSXF8voKsyfk1CEQT2jCcQBIETs1kUWWKn1uRXP/Q3Bz8rSZIG7qPjODQajduadofD4cH7DyvUvbGxwfz8PI8++ijRaPSe625ubvL2t7+dt73tbXzhC1/4roVHGALkd1SvNqAcupOvLg3dyaFeDRJFEVEUMU3zjiPb7qRer8eZM2cAeOyxxwau0Z0etrIsk8lkyGQyFAoFLly4QCAQoN1u81d/9Vckk0nS6TSJRGIAs98Jtdttzpw5Qzgc5vDhwy/6WIIBjaMHxzl6cPye69UaXa7e2OTq0hYrGwXy5SatvomJSM9yMFQZ07YRTRFZFGi3DWQRJEXC7rjTcUKKQr3SRddlcASEvkBY0RAkAaVnYYpAy6bhWIRVhQWzhpVwCE6oXKgXycxFmPCH6PdsDs6m8esK11cLOAj0TZOdcpNsMky11aHdNTg8O0Kx0ubQZJpYxEe93WPPaBxJtLi+WUMUBLqGzdLaDkGfiqbIvP+NR5nJxO54DQRBIBwOD5p2d7vdwXzqpaWlhxLq3tzcZH5+nhMnTrwgPOZyOd7+9rfzpje9if/j//g/vqvhEV5DAFkul/nH//gf81/+y39BFEXe97738du//dt3bOy5u/6nPvUp/uRP/oS1tTVSqRTvec97+JVf+ZXb7Ok7/fbyb/7Nv+EDH/jAy3Yud9OrGShfzTAJQ6AcaqiHobu5OQ9SSFOv1zlz5gyxWIwDBw4giiKCILygU7SxscH169c5ePAgo6OjOI5DrVYjn88zPz9Pr9cjmUwOgOGlOJMPqlqtxtmzZxkdHWXv3r2vSL5bJKTz5KNzPPnoHAC2bVOpVCgUChQKBXq9Hl1bZ7tqsry5Q61tYkgqjU6fLiaKJdLvWSQ1nY5pIiNiChaKJWM4FrIi0usamJZNMqjRMAz8ooykith9h7bPZkvtcaNdhz5M6CGK83lCssLYSJieYXJi/yiCN7XGdhwqjQ5bxToBX5KnL61h2w57RsPMb9bxazJH57I0u31OzGXxaQqqKvPD3//IfV8TXdcZHx9nfHz8oYS6t7a2uH79OsePHycWuzPE7iqfz/OOd7yDxx9/nH/+z//5d/SXmVeLXjMA+cEPfpDt7W2+9rWvYRgGH/7wh/nIRz7Cl7/85Tuuv7W1xdbWFp/73Oc4dOgQq6ur/ORP/iRbW1v8h//wH25b91/9q3/F2972tsG/X+i3kFdKtwLlqwkm4bUFlK9HmIRhuHuoV073C5A7OztcuHCB2dlZJicnAV4QHh3HYX5+nu3tbR599NHBg1wQBKLRKNFolL1799Jqtcjn86ytrXHlyhVisRjpdJpUKvWimiDfrwqFAhcvXmTPnj2Dc/pOSBRFEokEiUSC/fv302w22drawidtMB2LE41GB9fD5/Oxmqtwfn6Tpe0y2+UGpVaHeqdP2+wjIGL1HIKCjCnZWG2bsKZiOQ5W100z8IsS1XYfVRLBBzu0UQ5pCMgoXQlJFGh0+iysF8mmwrR7BtVGh70TCbqGyf7JFKLdp9U1mMnGiAR0nrnqTsc5vjfL8naZ3////m1E8cXB+EsNdW9tbXHt2jWOHz9OPB6/576KxSLvete7OHr0KH/wB38whEdPrwmAvHr1Kl/96lf51re+xalTpwD4nd/5Hd7+9rfzuc99jtHR0ed95siRI/zxH//x4N9zc3P82q/9Gj/yIz+CaZq35fJEo9EHavjZ6/Xo9W52K67X6y/mtB5IQ3fyxeu7DSZhCJRDPVzJsnzPcYaO47C8vMzi4iJHjhwhlUph2/bAfbybTNPk0qVLtFotHn/8cfx+/x3XEwSBYDBIMBhkdnaWTqdDoVBgZ2eH69evEwqFSKfTpNNpAoHASz7fXe3mxh0+fJiRkZGHtt2XKkEQEEWRfD5PNptlZmZmENq9ceMGfr+fVCrFm45P8re+98htP4O+YXJ+cZvLyzusF6tsVxqUWx2afQNLsLEAS3CwBYhJCl3TbYguKgJCH6r06MgmesWhVe5zcCZNq9MnEw+yfypJz7Bw2j167TZrpSamDYdmAlxYzuHXFY7OZnBw+M1/+HaiD6nn44OGund2drh27RqPPPLIC8JjpVLh3e9+N3Nzc/zhH/7hAxeSvZ71mrgSTz/9NNFodACPAG95y1sQRZFnnnmG9773vfe1nVqtRjgcft4N8I/+0T/iH/yDf8Ds7Cw/+ZM/yYc//OF7ful99rOf5dOf/vSLO5mHpFerO/lagkn47gDKIUwOdb96MSFs27a5dOkSpVKJU6dOEQwGcRznBeGx2+1y7tw5ZFnm8ccff6CQtM/nY3JyksnJSfr9PoVCgXw+z9LSEj6fj1QqRTqdJhwOv6hws+M4LC4usr6+zokTJ14wvPlKazekPj4+ztzcHIIgMDExwcTEBKZpDuDpzJkziKI4gKd4PI6qyDx2YILHDkzctk3HcbixWeTyyg7XNgpsVOqUWm2aTp++5bgz0kUHWRTp2Rb9oEM6HqLXM4lFfGiqTL3do9Lo4FdgpdhEliQe3z9KvdPj6GwGXZVpdvt8/O9+L1MjL981vVeo2zAMbNtmamrqBSfM1Go13v3udzM6Osq/+3f/7mWrAH+t6jUBkLlcjnQ6fdsyWZaJx+Pkcrn72kaxWORXfuVX+MhHPnLb8s985jN8//d/P36/nz/5kz/hf/6f/2eazSb/5J/8k7tu6xd+4Rf42Mc+Nvh3vV5nYmICqdFFkhys8CvbSX8Iky9e323u5BAmh3oxuhtA9no9zp49i23bPP744/cslrlV9Xqdc+fOkUgkOHjw4EsqRlBVdVDRbZompVKJfD7PmTNnkCRpENa93yIL27a5cuUKlUqFxx9//KE6mg9D5XKZc+fOMTc3x9TU1PPev7UoybZtqtUq+Xyea9euYRjGXfMEBUFg33iKfeOp27bnOA7XNop8a36NG9tF8s02xUabpmlQMXp0NQvLhKgooCgSfhU2Sy1mxxMEfSpd00RTJHRVxrRsPvWhH2Ak9sp9Ed0a6s7lcly+fJlMJkOlUmFtbe2uoe5Go8F73/te4vE4f/zHf3zfBWTfTfqOAuTP//zP8+u//uv3XOfq1asveT/1ep13vOMdHDp0iF/+5V++7b1f+qVfGrw+ceIErVaL3/zN37wnQGqads+bSap3Bq+HMOlqCJOvDg1hcqgXozsBZKPR4LnnniMajXLw4MFBruMLOX75fJ5Lly4xOzvL1NTUQy1IkWWZkZERRkZGBkUnu/uzbXvgTN6tots0Tc6fP49hGDz++OOvOmjI5/NcvHhxUGj0QhJFkXg8TjweH+RNFgqFQR5pJBIZAPa90gcOTqQ4OHE7WHZ6Bs/d2ODc2jarpSrdnkWrVEOQBY7uH6PZ6WOJArosEfRpPLZ/nB98fP+Lznl8qdrZ2eHy5cscO3aMVMo9lzuFuhcXF9E0jX/xL/4FPp+P//Sf/tPLmmP7WtZ3FCA//vGP86EPfeie68zOzpLJZMjn87ctN02Tcrn8grmLjUaDt73tbYRCof9/e3ceF1W5/wH8MwzLsC+yiaKAC4sim0KgJQlXcEnwumRZiimWv6gUuy5dd63cKtdSu65lV8stt0wE0VQuIosiIgWCiDIsArIPMHN+f/CaEyPbALPC9/16zas4c87hOTPCfHjO8zxfnD59ut3bJD4+Pli/fj0EAoFMfnlQmGxEYVL1UJgkL2vrFnbTMZCFhYW4e/cu7OzsYGdnJ9Uta4Zh2BrDQ4cObXZXSdaaTjpxcnJqNqO7V69ebHjS0tJCbW0tkpOToaOjg+HDh6vcWLenT58iIyMDrq6unXrtOBwODA0NYWhoCAcHB9TW1rIzupuOm5T21r+ujhZGDbXHqKH2qK+vR3JyMrhcG9gNHISnz6vxoqYGYAB7azP0NW97YW55E/8R0TQ8Ai3f6j5//jz27t0LoVCIN954A6dPn8Y777yjxNarLqX+hIi7jdvj6+uLsrIyJCYmwsvLCwAQExMDkUgEHx+fVo8rLy9HUFAQdHR0cPbsWan+ikhJSYGpqalc/vKkMNmIwqTqoTBJ2tK0nGFOTg4yMzMxZMgQWFpaSjVZRiQSIT09nR0n2V6NYVlrb0a3kZERqqqq0KtXLwwdOlTl1vfLyclBdna2VDOGpcXj8aQeN9nWrOO6ujokJSVBR0cHw4YNA5fLRS9jxb6/bRH32rq6uraZN7hcLgwNDZGRkQEPDw9s2bIFsbGxuHHjBgXIVqjWn1itcHZ2RnBwMMLDw7Fnzx7U19cjIiICM2bMYLvxnz59ioCAABw5cgTe3t4oLy/H2LFjUV1djR9//BHl5eXsbGkLCwtwuVycO3cOBQUFeOWVV8Dj8RAVFYUvvvgCn376qdyvSRXCpLKDJKC+YbK7BkmAwmRPx+FwwDCMxDZxD+T9+/dRXFwMLy8vGBoaStXzWF9fj7t376KhoQHe3t5Kvx348oxu8bg4bW1tFBYWIiEhge2ZbG2dYUVhGAaZmZl4+vQpvLy85Ba82xo3WVdXx66/+fK4ybq6OiQmJkJPTw+urq4qF7zFSzBJ02srEAjw7rvvoqSkBFFRUTA1NcVrr72moJaqJ7UIkABw9OhRREREICAggF1IfMeOHezz9fX1yMjIQHV1NQAgKSkJ8fHxAICBAwdKnCs7Oxt2dnbQ0tLC7t27sWjRIjAMg4EDB+Lrr79GeHi44i4MyguTqtQrCfwdJtUpSAI9I0xSkPxbR4saAMD777+PK1eu4NmzZzAwMICfnx82bdoEJycnBba8a/Lz88Hj8TBixAj2Dk17gaG6uhrJycnQ19eHu7u7yt0WLigowIMHD+Do6Ii+ffs2m9HN4/HY5YE6O6O7s8S9tiUlJWwpSEWQZtykhYUFjI2NkZ6eDkNDQwwZMkQlw+O9e/ekGi5RX1+PsLAwPH36FNHR0So3615VcZiX/9QkHVZeXg5jY2MEuHwKTa5sbn0ruleyKVUIk2LqECab6s5hUqy9MCkU1CJ992fsslnSEP8MOX/4Bbg6Xeuh6sz374hx48YhPz8fe/fuZYsajBgxotWiBgCwb98+ODk5oV+/figpKcGaNWuQkpKC7OxslVuUuK6uTqIHsrKyEvHx8eByufDz8wOAdnsdgcb18+7evavQ6i0d8fjxY2RlZbV6a7PpjO7i4mJ2Nq+lpWWny+ZJS1xHvKqqCp6enkrvtRUTj5vk8/koKyuDpqYm+vbtywZKVXmPi4uLce/ePbi4uLQ7T6KhoQFz585Feno6YmJi5D429/r169iyZQsSExORn5+P06dPIzQ0tM1jYmNjERkZibS0NNja2mLFihXtzh9RBNX6c5Cw6BZ3I3XqlQR61i3untgr2ZmiBgAklg+zs7PDhg0b4ObmhpycHAwYMEAhbZdW01vYRUVFuHv3LoyNjdHQ0ICGhgZoa2u3GxSePXuG9PR0tmdPlYgr3/D5fHh5eUmUtm2qqzO6O0s8E1woFGL48OEqtfYgj8dDr169kJOTAxsbG/Tq1QtFRUVITk7u0LhJeXr+/LnU4VEoFGLBggW4f/8+rl69KvfwCABVVVVwc3PDe++9h3/+85/t7p+dnY0JEybggw8+wNGjRxEdHY158+ahd+/eCAoKknt720IBUg2IwyQFyUbqECZ7wi1uVR8r+XKFqPaW35KGLIoaVFVV4eDBg7C3t4etrW27+yuDeMb0X3/9BRcXF+jr6yM1NRU3btyAmZkZrKysWqxHLR6zl5eXB3d3d/Tq1UtJV9Aycc9eZWUlRowY0erSNS9raUa3ePZyampqsxndnVVXV4fk5GRoamrC09NT5W75V1VVITExEVZWVhg8eDA4HI7EuMmioqJ2x03K0/Pnz3H37l04OztLFR4/+ugj3L59G7GxsR2qRtcV48aNw7hx46Tef8+ePbC3t8dXX30FoHFOyI0bN/DNN99QgCTSo7GSjahXUvXIqldSqwrg1re/X1s06hr/+3I4W716dbN1YDuqK0UNvv32WyxZsgRVVVVwdHREVFSUSvUuiYlEIqSlpaGwsJCdLAM0roZRXV0tMXvZzMyMHSPI5XJx//59VFRUqOQC3PX19UhJSQHDMBgxYkSnX/umM7oHDhzYYo1uce9kR24919TUICkpCYaGhio5E7yiogJJSUno06cPW/1GrOm4ycGDB7PjJsV1qcXjJi0tLaUO7R1VUlKCu3fvwsnJCb17925zX5FIhMjISFy/fh1Xr15Fnz595NImWYiLi0NgYKDEtqCgICxcuFA5DWqCAqQMccoqwNGoA2PadnkkWaBeSQqSqkir8u8Ap2xPnjyRGAPZVu+jIooazJw5E//4xz+Qn5+PrVu3Yvr06bh586bKjG8Tu3fvHhsCxa+ZeIFwfX192Nvbw97eHjU1NSgoKGBvV3O5XGhra8PNzU3lwmNNTQ2Sk5PZ2cKyur3aWo1u8XqT4hrdL1c5eZm4Z8/c3JxdlF2VlJeXIykpCf369YODg0Ob+7a13mRmZia73qQsx02Kq/M4OTm1u8C6SCTC0qVL8fvvvyM2NrbFaj6qhM/nN6vDbmVlhfLyctTU1EBXV3nzJShAygGntAIAKEgqiLoGSaB7h0llMzIyknoSjSKKGhgbG8PY2BiDBg3CK6+8AlNTU5w+fRpvvfWWVG1UlIEDB4LL5bZbWUZXVxd2dnbo1asXuwC3+Fa+kZERLC0tYWVlpdQPOKAx/CQnJ8PKygqOjo5yDWcv1+guLi5ud0Z3S3WtVUlZWRmSk5PZykEd9fJ6k+KJSbIaN1laWoqUlBQ4OjpKFR5XrlyJM2fO4OrVq+2GYdI2CpByREFSsdQtSAI9o1dSHci7qMHLGIYBwzAQCASdbrM81NfXY9asWfD390dISEi7twLF6+zZ2dnB3t4eHA4HdXV1KCwsRGFhITIzM2FgYMCGSUX3TIpn48qjbGJ7tLW1YWNjAxsbGwiFQomFusUzunk8Hh49eoSBAweqZE9YaWkpkpOTMWjQIJmM1315YlJXx02Kw+3gwYPbvQ3NMAw2bNiA//73v7h69SoGDx7c5etRBGtraxQUFEhsKygogJGRkdL/OKMAqQAUJBWLgiSRl84UNXj06BGOHz+OsWPHwsLCAnl5edi4cSN0dXUxfvx4JV+RpIaGBrz++us4ceIEli5dCh8fH0yaNAkhISGwtbVlAxjDMHjy5AkyMzObzXbV1tZmy8PV19ezt3Szs7Ohq6vLhkkDAwO5BjrxrXUXF5d2g7C8cbncZjO6Hz9+jLy8PGhoaKCiogIFBQUwNzdXmWWdxBNSHB0d5TJGUNpxk+Lb/y8Th8dBgwa1O9OfYRhs2rQJ+/fvR0xMDJydnWV+PfLi6+uLixcvSmyLioqCr6+vklr0NwqQCiQOkoD8wyQFSQqSRD46WtSAx+Phjz/+wLZt21BaWgorKyu89tpruHXrlkKWDekIXV1dREZGYtGiRXj69ClOnTqFU6dOYcWKFfDw8EBISAjGjRuH7777DmPGjIG/v3+ry+AAgJaWFtsLJy6XJ672oq2tDSsrK5kv0s0wDLKzs/H48WN4eHjIrPSfrGhoaKCmpgZlZWVwc3ODjo4O21t7//59dka3Imcvv0zcs+zs7KyQ8N3RcZPiYQkDBw5st2eUYRh888032LVrF6Kjo+Hq6ir362lLZWUlMjMz2a+zs7ORkpICMzMz9OvXD8uXL8fTp09x5MgRAMAHH3yAXbt2YcmSJXjvvfcQExODn3/+GRcuXFDWJbBoIXEZEC+CHGjzPjQ1pF8mRBE9kmLKWphcFYKkmDoFSTF1DJLCulrcO9S5hcSHhX0BrnYXFxLvxPcnrWMYBgUFBTh9+jR+/vlnXLt2DVpaWggPD8fcuXPZ5Vw6QigUsmPhioqKwOVy2Z5JExOTTodJkUiEhw8fori4GB4eHuwMclXStK71yxVPxL1whYWFqKiogImJCTsJR1G3KwsKCnD//n0MHTq02eQNZRCPmxQHSg6Hg4aGBtjY2MDR0bHNHluGYbBr1y5s3LgRv//+O7y9vRXY8pbFxsbi9ddfb7Z99uzZOHToEMLCwpCTk4PY2FiJYxYtWoQHDx6gb9++WLlypUosJE4BUgY6GyDFKEgqFgVJ+aIA2T2VlpZi1KhR6N27N0JDQ3Hx4kVER0dj0KBBCAkJweTJkzs1g1gkEqGkpIQdNxEXnQAAQ0dJREFUN8nhcGBhYQErK6sOVXxpaGhAamoqamtr4eHhoXKz2xmGwV9//YX8/Hx4eHi0+2+ztraWDdilpaXsWFJLS8s2Z3R3RX5+PtLT01utzqNs4vHHRkZGEAgEEAgErfbYMgyDffv2Yc2aNfjtt9/YKkpEdihAykBXA6RYdw+SqhQiAfULkuoSIilAdk8Mw+DYsWOYNm0aNDU1wTAMysrKcO7cOZw8eRKXL19Gv379EBISgtDQUAwbNqzDaxmKJ1YUFhaioKAADMNIVHxp7XwCgQApKSngcrlwc3Pr0mLe8tC0rrWnp2eHJxM1ndH9/Plzdka3LJfCefr0KTIyMuDm5qZyC8ADjb8jEhMTYW9vDzs7OzAMw/bYFhUVoaKiAsbGxhCJRNDT08OdO3ewfPlynD9/Hq+99pqym98t0RhIFaLoyTY9eXwkoH5jJGl8JFEmDocjseQQh8OBqakpZs2ahVmzZqG8vBwXLlzAyZMnMXbsWFhaWmLSpEmYPHkyvLy8pAqTTSdWODo64sWLFygoKMDDhw9RX1/Phsmmk02qqqqQnJwMY2NjDBkyROUW4G5a13rEiBGd6hl9eUb3y0vhiHsmO1uj+8mTJ/jrr7/g7u6ucmNGgb8XMReHR6D1cZOHDx/G5s2bIRKJ8Oabb0JLSwsikUjl/l10BxQgVZCigqQyJ9qoSogEGoOkuoRIgIIkUU1GRkZ466238NZbb6Gqqgq//fYbTp48iUmTJsHY2BiTJk1CaGgofHx8pJpp3LTiy+DBg9mZyuLJJubm5jAwMEBubi769u2LgQMHqtwaig0NDUhJSYFIJMKIESNk0jMqHi9qaWkpUaM7LS0NQqEQ5ubmzUJ2Wx4/foxHjx7B09MTJiYmXW6frFVUVCAxMRH9+/dnw2NLeDwe+vbti8GDB0NHRweffPIJnjx5gkmTJiEtLU3lJqx1BxQgVRintIJ6IxVE3XojgcYgSSGSqCJ9fX1MnToVU6dORU1NDS5fvoxTp05h+vTp4PF4eOONNzB58mT4+flJVe+Zw+GwC8OLywc+evQIjx49AofDQWVlJZ49ewYLCwuVKQ9ZV1eHpKQkaGtrw8PDQy7L87xco7u8vFxiRre41GRrr8ujR4+Qm5sLLy8vlRzuUVlZicTERPTr1w/29vbt7n/mzBl8+OGHOH78OCZOnAigsQdYVZZG6m4oQKq4ntAbCahWkFS3EAlQbyRRXbq6uggJCUFISAjq6upw5coVnDp1Cu+++y44HA4mTpyIyZMn49VXX5Uq/HE4HJSWlqK4uJgtm1hYWIi8vDykp6fD1NSU7aFrq3ylPCmjrjWHw5GodiQeHyh+XZrO6ObxeMjKysLTp08l6p2rEnF4tLW1lapizPnz5zF//nz8+OOPbHgEQOFRjuhTR000XUNSnsRBUtHEQVIVaL8Qsj2S6qJpeURCVJW2tjbGjx+P//znP3j27Bn++9//QltbG+Hh4XBwcMAHH3yA3377rdUKPeKZzFlZWfD09GRnJNvb28PHxwcjR46Eubk5+Hw+/vjjDyQkJCA3Nxc1NYr7vVZZWYmEhASYmZnB1dVVaWPvDAwM2Ndl1KhRsLS0RFFREW7evIlr164hNzcXLi4uMDAwUEr72iKuDS4u79ieS5cuYc6cOThw4AAmT56sgBY22r17N+zs7MDj8eDj44Pbt2+3uu+hQ4ckyoNyOByVWymgo6gHUoZEpWVAL/mtm9UTeiNVpScSoN5IQuRJS0sLAQEBCAgIwO7du3Hjxg2cOHECCxcuREVFBcaNG4eQkBAEBgZCT08PNTU1SE9PR3V1NUaMGNHiTGZdXV30798f/fv3h0AgYJcG+vPPP2FoaMiuNamnpyeXa1LVutY8Hg/9+vWDra0tHjx4gKKiIhgbG+PevXvg8Xjs5CRZzejuiqqqKty5cwd9+vSRqucxJiYGs2bNwt69ezF9+nQFtLDR8ePHERkZiT179sDHxwfbtm1DUFAQMjIyWh1vaWRkhIyMDPZrZb/WXUXL+MiAeAmSMbpvQpPTeAtGw8y0naO6RlFL/tC6kY3UKUgCyg2RtIwP6QqRSIT//e9/OHHiBM6cOYOioiK8/vrruH//Pvz8/LBz584O35quq6tjF+h+/vw59PX1Jepzy+KDXFz6b+DAgejXr1+XzydrDMPgwYMHKC0thZeXF3R1dZst6C6e0W1hYQEzMzOF956Kex579+4t1aSo69evY9q0adi+fTvmzJmj0EDm4+ODESNGYNeuXQAa/93a2trio48+wrJly5rtf+jQISxcuBBlZWUKa6O8UQ+knIhKSuUaIrvzBBuAeiO7iibYEHWloaEBPz8/+Pn5YevWrbh48SLmzJmDqqoqnDx5EhUVFWxJxbbKKDalra2NPn36oE+fPqivr2fXVMzJyQGPx2NLKhoaGnYqhIirtzg7O7M10VWJSCRCWloaKioqMHz4cPbWaUszuouKivDgwQOJGd29evWSarJTV1RXVyMxMRHW1tZShcdbt25h+vTp2LJli8LDY11dHRITE7F8+XJ2m4aGBgIDAxEXF9fqcZWVlejfvz9EIhE8PT3xxRdfYMiQIYposlzQJ4wciUpKISopldv5aVykYqnjuEgaG0nUmYaGBn744QdMnjwZZWVliIuLw7Bhw/DVV1/B3t4eU6dOxQ8//ICSkhJIezNNS0sLvXv3hpubG/z9/TFw4EBUV1fjzp07uHnzJv7880+UlZVJfb68vDykpaVh2LBhKhseU1NTUVlZKREeXyae0e3k5IRXX30Vnp6e7GSba9euITk5GU+fPkVdXZ3M2ygOj1ZWVhg0aFC7YTAhIQFTp07F559/jvfff1/ht4KLi4shFAqblXq0srICn89v8RhHR0ccOHAAv/76K3788UeIRCL4+fkhLy9PEU2WC+qBVAB59kYqclwk9USqX08kQL2RRL0dPHgQurq64HA4cHd3h7u7O9atW4f09HScOHEC3333HT766COMHj0aoaGhmDhxIszNzaUKFVwuF1ZWVrCysoJQKERJSQkKCgqQnJws0Ttnamra7HwMwyAnJwc5OTnw8PBoVtdaFQiFQty7dw8CgQBeXl5SL3H08ozuqqoqiZnusqzRXVNTg8TERFhaWkpVVz05ORmhoaFYuXIlIiIi1GYcoa+vL3x9fdmv/fz84OzsjL1792L9+vVKbFnnUYBUkO5wS5tCZCMKkYQoTksTXjgcDlxcXLBq1SqsXLkSmZmZOHHiBDvObOTIkQgNDcWkSZNgZWUldZi0sLCAhYUFezu3oKAAqampYBiGDZNmZmbgcDhsXevhw4er5DI4QqEQKSkpEAqF8PLy6tIi5uKZ7vb29mzFF/HkpK7U6K6pqcGdO3dgYWEhVXhMTU3FpEmTsGTJEkRGRiotPIoXaS8oKJDYXlBQAGtra6nOoaWlBQ8PD2RmZsqjiQpBAVKBKER2HoXIrlOHEKldKYKmVtduuzfU0237noTD4WDQoEFYvnw5li1bhpycHJw8eRI///wzPv30U7zyyivsOpR9+vSRKnQ0XaCbYRi22ot4bKCWlhYaGhowfPhwlVwGp6GhAcnJyeBwOPD09JTp+EUejwdbW1vY2tqivr6erUWdnZ0NHR0dNky2N6Nb3PNobm4OR0fHdt+XBw8eYOLEiewkFWX2PGpra8PLywvR0dEIDQ0F0DhUIDo6GhEREVKdQygUIjU1FePHj5djS+VLtT9NuiF5jokEFDMuksZENlK3MZEArRdJujcOhwN7e3t8+umnuHnzJrKzszFt2jScP38eLi4uGDNmDLZt24bs7GypxzhyOByYmZnByckJfn5+MDAwQENDA7hcLm7fvo179+6Bz+ejoaFBzlcnnfr6eiQlJYHL5cLDw0Ouk1+0tLRgY2PDjicdPHgw6urqkJKSguvXr+PBgwcoLi6GSCT5e6e2thaJiYns69peGMzIyMDEiRMxb948rF69WiVuW0dGRuL777/H4cOHkZ6ejgULFqCqqgpz5swBAMyaNUtiks26detw+fJlPHr0CElJSXjnnXfw+PFjzJs3T1mX0GXUA6kE1BPZedQT2XXq0BNJSFdxOBzY2trik08+wccffww+n4/Tp0/j1KlTWL16NVxdXdmeSWkmbojrWjMMg5EjR0JTUxOVlZUoKCjAo0ePkJaWhl69erFjA2VR97qjxOUTdXR0MGzYMIVWYXl5RndZWZlEr614RreBgQGSk5NhZmYGZ2fndl/3rKwsTJw4ETNnzsTnn3+uEuERAN58800UFRVh1apV4PP5cHd3x6VLl9iJNbm5uRLLIJWWliI8PBx8Ph+mpqbw8vLCrVu34OLioqxL6DJaB1IGWloHUhryDJG0TqRiqVuIBOS3VmRX1oEcPnUDNLW6tg5kQ30t7pxYQetAkhYxDIPnz5/j119/xYkTJxATE4PBgwcjJCQEoaGhLYaapnWt3dzcWgxmlZWV7MLllZWVbB1qS0tLhdTnFggESEpKgp6enlIr4LyMYRiUl5ejqKgIBQUFqK6uho6ODhwcHNp9bXJycjBu3Di88cYb2LFjh8pcE2lEPZBKJO/Z2bROpOKoY08kIT0Rh8OBubk55s6di/feew9lZWU4e/YsTp48ia+++gr9+/dHSEgIJk+ejKFDhyIrKwuZmZno06dPm3WtDQwMYGBgAAcHB1RXV6OwsBDPnj3Dw4cPYWJiAisrK7YOtayJbwkbGxvDxcVFpYKWeEY3j8dDQUEBLCwsYGxszL42xsbGbNBuOqM7Ly8PEyZMQHBwMIVHFUUBUskoRHYehciuoVvZpKfjcDgwNTXF7NmzMXv2bJSXl+P8+fM4efIkAgICYGZmhufPnyMkJAT79u2TOsTo6enBzs4OdnZ2qK2tRWFhIfh8PjIyMmBkZMQuXN7VJXCAvyejSHtLWBkEAgEbcIcMGcKOVW06o/uvv/6CgYEB7ty5gwEDBmDp0qV4/fXX8e2331J4VFEUILs5RYVI0ohCJCHqy8jICG+//TbefvttxMbGYtKkSbCzs8P58+cxdOhQTJo0CaGhofD29pZ6fKG4DnW/fv0gEAjYW7niwCQOky3V9m6PeAFuCwsLqWYyK4O4aouhoSEbHsVamtG9YcMGxMbGQl9fHyYmJrhz5w58fHyUeAWkNfTJoQLkPTNbEWhmtvqimdmENHfixAls2LABDx48QGFhIbZv344XL15g6tSpcHJyQmRkJK5fv96h2dc6Ojro27cvvLy8MHr0aPTr14+tsBMXF4esrCxUVFRINUO8srISCQkJsLKyUvnwaGBg0Cw8vkxLSwva2tooLCxEaGgojhw5gtLSUhw5ckSBLSYdQZNoZKCzk2heRpNqOk+VbmUD6jepRpa9kDSJhnQHDMO0GHhqa2sRHR2NU6dO4ddffwWXy8XEiRMxefJkvPrqq52afd3Q0IDi4mIUFBSguLgYOjo6bM+kkZFRs3ZUVFQgMTERtra2cHBwUOnwqK+v3+bYUbGSkhJMnDgR9vb2OH78uEImHpGuoR5IQgj1QhLyktZCGY/Hw4QJE7B//37k5+fj6NGj0NLSwrx58+Dg4IAFCxbg999/h0AgkPp7aWpqwtraWmI9xdraWiQlJeHGjRvIyMhAaWkpGIbBixcvkJiYiP79+2PAgAEqGR7Fa1Hq6elJFR7LysrYhd6PHTumsPC4e/du2NnZgcfjwcfHB7dv325z/19++QVOTk7g8XhwdXXFxYsXFdJOVUUBUoXI81a2IhYYB+hWtpg6LjJOuhdZfzgyDINVq1ahd+/e0NXVRWBgIP766y95XoLK09LSQmBgIPbs2YO8vDycPHkShoaG+Oijj2Bvb4958+bh/PnzqKmR/veieD1FV1dXjB49Gk5OTmhoaMDdu3dx7do19rZ1//795XhlnVdfX4/ExET231F74bG8vBz//Oc/0atXL5w8eRI6OjoKaefx48cRGRmJ1atXIykpCW5ubggKCkJhYWGL+9+6dQtvvfUW5s6dy9bjDg0Nxf379xXSXlVEAZIQAoB6IbsTeXw4bt68GTt27MCePXsQHx8PfX19BAUFoba2VlGXpdI0NTXh7++PXbt24fHjx7hw4QKsra2xdOlS2NnZYfbs2Th16hSqqqqkPqeGhgYsLCwwZMgQuLq6QigUwtjYGIWFhbh+/TrS0tJQVFTUrNKLsoh7Hnk8HoYNG9ZueKysrMTUqVOhq6uLM2fOyGWJo9Z8/fXXCA8Px5w5c+Di4oI9e/ZAT08PBw4caHH/7du3Izg4GP/617/g7OyM9evXw9PTE7t27VJYm1UNBUgV0x16IUkj6oUkyiLrD0eGYbBt2zasWLECISEhGDZsGI4cOYJnz57hzJkzCrwy9cDlcjFy5Eh8/fXXyMrKQnR0NBwcHLB27VrY2dnh7bffxvHjx1FeXi7V+YqLi3H37l04OztjxIgReO211+Dm5gZNTU08fPgQ165dQ2pqKgoLCyEUKuf3jjg8amtrSxUeq6urMX36dHA4HJw7dw56enoKaunf4zMDAwPZbRoaGggMDERcXFyLx8TFxUnsDwBBQUGt7t8TUIAkMke3sQlRHnl8OGZnZ4PP50vsY2xsDB8fnx79ASoNDQ0NeHt7Y9OmTcjIyMCNGzcwdOhQbNmyBXZ2dpg2bRp+/PFHdozjywoLC3H37l24uLjAxsYGwN/rVzo6OmLUqFHw9PQEj8fDn3/+idjYWNy9e1eh9bkbGhqQnJwMLS0tuLm5tRsea2tr8dZbb0EgEOD8+fMwMDBQSDvFiouLIRQK2bKDYlZWVuDz+S0ew+fzO7R/T0ABkhDCotvY6k8eH47i/9IHaNdoaGjAw8MDGzZsQFpaGhITE+Ht7Y3du3fD3t4ekydPxqFDh1BcXAyGYXD16lWkpqbC1dUV1tbWLZ5TXOll0KBBGDlyJLy9vWFgYIBHjx7h2rVrSE5OxrNnz1BfL58/sBsaGpCUlARNTU2pwqNAIMA777yD0tJSXLx4EcbGxnJpF5E/CpAqiG5jdx90G5sQ0hIOh4MhQ4Zg9erVSElJwf379+Hv748DBw5gwIAB8PLyQmhoKAQCASwsLKQ+p6GhIQYMGAA/Pz+88sorMDExQW5uLq5du4bExETk5eV1aIZ4W8Q9j1wut9Ua4U3V19cjLCwMz549w++//w5TU/ktXdcWc3NzcLlcFBQUSGwvKChoNahbW1t3aP+eQG0CZElJCWbOnAkjIyOYmJhg7ty5qKysbPMYf39/cDgciccHH3wgsU9ubi4mTJgAPT09WFpa4l//+pfCuv0JIUTW5PHhKP4vfYDKB4fDweDBg/HZZ58hISEB69atQ3Z2NgYMGIAZM2YgODgY3377LfLy8qRaZFxMX18f9vb2eOWVVzBy5EiYm5vj2bNn+OOPP5CQkIDc3NxOT4ISCoVITk6GhoYG3N3d2w2PDQ0NmDt3LrKyshAVFYVevXp16vvKgra2Nry8vBAdHc1uE4lEiI6Ohq+vb4vH+Pr6SuwPAFFRUa3u3xOoTYCcOXMm0tLSEBUVhfPnz+P69euYP39+u8eFh4cjPz+ffWzevJl9TigUYsKECairq8OtW7dw+PBhHDp0CKtWrZLnpfQINA6SEOWQx4ejvb09rK2tJfYpLy9HfHx8j/4AlYfa2lqcOHECV65cQXp6OrKzszF16lScO3cOLi4uCAgIwPbt25GTk9OhMKmrq4v+/fvD29sbo0aNgrW1NQoLC3Hjxg3cvn0bOTk5qK6ulupc4vDI4XCkCo9CoRAffPAB0tLScOXKFal7VOUpMjIS33//PQ4fPoz09HQsWLAAVVVVmDNnDgBg1qxZWL58Obv/J598gkuXLuGrr77Cw4cPsWbNGty5cwcRERHKugSlU4ta2Onp6bh06RISEhIwfPhwAMDOnTsxfvx4bN26lR1Y3BI9Pb1W/0K+fPkyHjx4gCtXrsDKygru7u5Yv349li5dijVr1rS6mKlAIJC4BSDtTDpCCFGEyMhIzJ49G8OHD4e3tze2bdvW7MOxT58++PLLLwE0fjiOHj0aX331FSZMmIBjx47hzp072LdvH4DGHrKFCxdiw4YNGDRoEOzt7bFy5UrY2NggNDRUWZfZLenq6iIhIYEdS2hra4tPPvkEH3/8Mfh8Pk6fPo2TJ09i1apVGDZsGEJCQhASEoKBAwdKvah40xrUdXV1KCwsRGFhITIzM2FgYABLS0tYWlq2OLlFKBQiJSUFDMPA09NTqvD40UcfISEhAbGxsSrTY/3mm2+iqKgIq1atAp/Ph7u7Oy5dusSO883NzZUYz+nn54effvoJK1aswGeffYZBgwbhzJkzGDp0qLIuQenUopThgQMHsHjxYpSW/j02sKGhATweD7/88gsmT57c4nH+/v5IS0sDwzCwtrbGG2+8gZUrV7LLBaxatQpnz55FSkoKe0x2djYcHByQlJQEDw+PFs+7Zs0arF27ttn2rpYybIrKGnYelTXsmq6WNexKKUO/f6yVSSnDW1Gre3wpw127dmHLli3sh+OOHTvg4+MDoPF3o52dHQ4dOsTu/8svv2DFihXIycnBoEGDsHnzZowfP559nmEYrF69Gvv27UNZWRlGjRqFb7/9FoMHD1b0pfV4DMOguLgYZ86cwcmTJxETEwMnJyeEhIQgNDQUTk5OnapQU19fj6KiIhQWFuL58+fQ1dWFpaUlrKysYGBgAJFIhJSUFIhEInh4eEBTs+0+KJFIhIULFyImJgZXr15V2cXPSeeoxS1sPp8PS0tLiW2ampowMzNrcwbg22+/jR9//BFXr17F8uXL8cMPP+Cdd96ROG9LswrFz7Vm+fLlePHiBft48uRJZy6LEELkJiIiAo8fP4ZAIEB8fDwbHgEgNjZWIjwCwLRp05CRkQGBQID79+9LhEegsRdy3bp14PP5qK2txZUrV5qFx45Uv/n+++/x6quvwtTUFKampggMDGy2f1hYWLNx7MHBwZ18RboPDocDCwsLhIeH47fffgOfz0dkZCRSUlIwcuRIDB8+HOvWrUNqamqHFhnX0tKCjY0N3N3dMXr0aDg4OKC6uhoJCQm4ceMGbt26BYFAAHd3d6nC45IlS3D58mVcuXKFwmM3pNRb2MuWLcOmTZva3Cc9Pb3T5286RtLV1RW9e/dGQEAAsrKyMGDAgE6fV0dHR2HllgghRB2Iq9/s2bMHPj4+2LZtG4KCgpCRkdGsAwBoDLFvvfUW/Pz8wOPxsGnTJowdOxZpaWno06cPu19wcDAOHjzIfk2/eyVxOByYmZkhLCwMYWFhePHiBc6fP49Tp05hzJgx6N27N9sz6eHh0e4yO2Li+tzW1tZsecLa2lo0NDQgLi6Ovc1tamrarLdTJBJhxYoV+PXXXxEbGwsHBwd5XDpRMqUGyMWLFyMsLKzNfRwcHNjBvk01NDSgpKSkQ+MpxH+BZ2ZmYsCAAbC2tm72F694lqGqjNNQV3T7mpCepWn1GwDYs2cPLly4gAMHDmDZsmXN9j969KjE1//5z39w8uRJREdHY9asWex2HR0d+n3cAcbGxpg5cyZmzpyJyspKXLx4EadOncKECRNgZmaGSZMmITQ0FCNGjGh3/CLQGAbv378PDoeDkSNHgsvloqSkBIWFhbh37x7bG2plZQUTExNoaGhg/fr1OHbsGK5evYpBgwYp4KqJMig1QFpYWEg1G8vX1xdlZWVITEyEl5cXACAmJgYikUjitkx7xGMde/fuzZ73888/R2FhIfsXclRUFIyMjODi4tLBqyGEkJ5JXP2m6azV9qrfvKy6uhr19fUwMzOT2B4bG8v2dI0ZMwYbNmxQ6hIw6sTAwADTp0/H9OnTUV1djcuXL+PkyZOYMmUK9PX18cYbbyA0NBS+vr4t3pIWiUS4d+8e6urq4OnpCS2txj/Qzc3NYW5uDicnJ5SVlbFhcv78+TA0NMSzZ88QExMDZ2dnRV8yUSC1GAPp7OyM4OBghIeH4/bt27h58yYiIiIwY8YMdgb206dP4eTkxPYoZmVlYf369UhMTEROTg7Onj2LWbNm4bXXXsOwYcMAAGPHjoWLiwveffdd3L17F7///jtWrFiBDz/8UKm3SbrDBBrSSN0m0BDSGZ2pfvOypUuXwsbGRqJcYnBwMI4cOYLo6Ghs2rQJ165dw7hx45RW71md6enpITQ0FD/88APy8/Oxd+9eCAQCvP322xg8eDA+/vhjXL16la1YIxAIkJycjNraWonw2JSGhgbMzMzg5OSEV199FYGBgcjJyYGhoSHGjBmDNWvWKPgqiSKpxTI+QOPtjoiICAQEBEBDQwNTpkzBjh072Ofr6+uRkZHBrmOlra2NK1eusMtX2NraYsqUKVixYgV7DJfLxfnz57FgwQL4+vpCX18fs2fPxrp16xR+fYSogq7OwCakMzZu3Ihjx44hNjYWPN7fs/BnzJjB/r+rqyuGDRuGAQMGIDY2FgEBAcpoarfA4/EwYcIETJgwAfX19YiNjcWJEyfw3nvvQSgUYty4cbh37x6cnJywb9++FsNjUwzD4Ntvv8XZs2fxxx9/YPjw4UhJSWm32EdPUFRUBFdXV3z88cf47LPPAAC3bt2Cv78/fvvtN7X+d6w2AdLMzAw//fRTq8/b2dlJLKpqa2uLa9eutXve/v374+LFizJpI2lE4x8J6Vk6U/1GbOvWrdi4cSOuXLnC3h1qjYODA8zNzZGZmanWH7yqREtLC//4xz/wj3/8A7t378a1a9fw/vvv4/Hjx8jOzsb//d//ISQkBIGBgRLhXoxhGOzduxcbN27Eb7/9hhEjRgBAq8vg9TQWFhY4cOAAQkNDMXbsWDg6OuLdd99lO8TUGXU3qBi6fd190O1r0lN0pvoNAGzevBnr16/HpUuX2CIRbcnLy8Pz58/ZcexEtjQ1NXHr1i3o6ekhLy8PFy9ehKWlJZYsWQI7OzuEhYXh9OnTqKqqAtAYHg8ePIg1a9bg7NmzSq9KJK+Sx101fvx4hIeHY+bMmfjggw+gr6/PLuKvztRiIXFVJ14EWRYLiat7gKTex7+pW4CU1e1rWki8Zzp+/Dhmz56NvXv3stVvfv75Zzx8+BBWVlbNqt9s2rQJq1atwk8//YSRI0ey5zEwMICBgQEqKyuxdu1aTJkyBdbW1sjKysKSJUtQUVGB1NRUWs5HTioqKlBbWysxwVUkEiEhIQEnT57E6dOn8ezZM4wdOxa9evXCsWPHcO7cObz++utKbHWjcePGseM76+vrMWfOHIwYMaLNu5f+/v4YPHiwxNA1PT09mf/uqKmpwdChQ/HkyRMkJibC1dVVpudXBrW5hd0TqHt4JH9Tt/BISFd1tDTcd999h7q6OkydOlXiPKtXr8aaNWvA5XJx7949HD58GGVlZbCxscHYsWOxfv16Co9yZGhoCENDyc8LDQ0N+Pj4wMfHBxs3bsTdu3dx/PhxbN++Hdu2bVOJ8CivkseykpWVhWfPnkEkEiEnJ6dbBEjqgZQBWfVAqnuApN7Hv6lbgJTl5BnqgSSKtnv3brZso5ubG3bu3Alvb+8W9z106BC7VqWYjo4Oamtr2a/FZRu///57lJWVYeTIkfjuu+9oTcOXCIVCqdaSVAR5lTyWhbq6Onh7e8Pd3R2Ojo7Ytm0bUlNTW1xgX53QGEgVoe7hkfxN3cIjIepMXAFn9erVSEpKgpubG4KCgpoVn2jKyMgI+fn57OPx48cSz2/evBk7duzAnj17EB8fD319fQQFBUmETAKVCY+A/Eoey8K///1vvHjxAjt27MDSpUsxePBgvPfeezL9HspAAVIFdIfwSL2P6ouW7iHqrGkFHBcXF+zZswd6eno4cOBAq8dwOBy2TJ+1tbXE+pUMw2Dbtm1YsWIFQkJCMGzYMBw5cgTPnj3DmTNnFHBFpKlly5Y1m+Ty8uPhw4edPv/8+fMRFBQEV1dXzJw5E0eOHMHp06eRlZUlk/bHxsZi27Zt+OGHH2BkZAQNDQ388MMP+OOPP/Ddd9/J5HsoC42BJF1G4fFv6tb7SOGRqLPOVsCprKxE//79IRKJ4OnpiS+++AJDhgwBAGRnZ4PP50ssaG5sbAwfHx/ExcVJrE1J5E/ZJY+7yt/fn12cXczOzg4vXrzo8rmVjQKkknWH3kfSSN3CIyHqrq0KOK31Sjk6OuLAgQMYNmwYXrx4ga1bt8LPzw9paWno27cve7uzK1V1iOwou+QxaR11PyhRdwiP1PvYSB3DI/U+dk5n1poDgLi4OIwZMwb6+vowMjLCa6+9hpqaGgW0mDTl6+uLWbNmwd3dHaNHj8apU6dgYWGBvXv3KrtppAvkVfKYtI4+QZSEwmPnUXjsOgqPnTdz5kykpaUhKioK58+fx/Xr1zF//vw2j4mLi0NwcDDGjh2L27dvIyEhARERERLL2pCO60oFHDEtLS14eHggMzMTANjjunJOohxHjx6Fk5MTAgICMH78eIwaNQr79u1jn2+t5PHYsWPh5OSExYsXY8qUKTh37pyyLkGt0C1sJaDw2HkUHruOwmPndXatuUWLFuHjjz/GsmXL2G2Ojo4KaXN31rQCTmhoKIC/K+BERERIdQ6hUIjU1FSMHz8eAGBvbw9ra2tER0fD3d0dQOMyU/Hx8ViwYIE8LoPIiLxKHpOW0SeJglF47DwKj13Xk8JjeXm5xEMgEHT5nHFxcTAxMZEouxcYGAgNDQ3Ex8e3eExhYSHi4+NhaWkJPz8/WFlZYfTo0bhx40aX20OAyMhIfP/99zh8+DDS09OxYMECVFVVsWs9zpo1S2KSzbp163D58mU8evQISUlJeOedd/D48WPMmzcPQOMM7YULF2LDhg04e/YsUlNTMWvWLNjY2LAhlRBCPZAKReGx8yg8dp06hEft8npoanbttdVoaJzxaGtrK7FdXOGkKzqz1tyjR48AAGvWrMHWrVvh7u6OI0eOICAgAPfv36fFqbuooxVwSktLER4eDj6fD1NTU3h5eeHWrVtwcXFh91myZAmqqqowf/58lJWVYdSoUbh06RJ4vK4tck9Id0IBUkEoPHYehceuU4fwKGtPnjyRqETTVvm7ZcuWYdOmTW2eLz09vVPtEIlEAID333+f7RXz8PBAdHQ0Dhw4wNaGJp0XERHR6i3r2NhYia+/+eYbfPPNN22ej8PhYN26dRL1kQkhknrep4oSUHjsPAqPXdcTwyPQWG2k6aOtALl48WKkp6e3+ejsWnPi5UCa9nABjbNGc3Nzu3iVRNl2794NOzs78Hg8+Pj4sDN8W+Lv79/iQtgTJkxg9wkLC2v2fHBwsCIuhZAOoR5IOaPw2DmqFhwB9QuPPTU4doY815qzs7ODjY0NMjIyJLb/+eefGDduXNcbT5RGXEZxz5498PHxwbZt2xAUFISMjIwW6xyfOnUKdXV17NfPnz+Hm5sbpk2bJrFfcHAwDh48yH7d1h8/hCgLfcLIiYaZqdqHR6GRLoVHNAZHCo8E6NxacxwOB//617+wY8cOnDhxApmZmVi5ciUePnyIuXPnKvNySBd1tIyimZmZRAnFqKgo6OnpNQuQOjo6EvuZmsrvs4SQzqIeSDlQ9+AI0C1rMXULjgCFR3k7evQoIiIiEBAQAA0NDUyZMgU7duxgn395rTkAWLhwIWpra7Fo0SKUlJTAzc0NUVFRMimVRpSjs2UUm9q/fz9mzJgBfX19ie2xsbGwtLSEqakpxowZgw0bNqBXr14ybT8hXUUBUsYoPHaOqgVHgMIjaVlH15oTW7ZsmcQ6kES9daaMYlO3b9/G/fv3sX//fontwcHB+Oc//wl7e3tkZWXhs88+w7hx4xAXFwcuV/1+J0nr888/x4ULF5CSkgJtbW2UlZW1ewzDMFi9ejW+//57lJWVYeTIkfjuu+9oZQMFoU8bGdIwNZHbuemWteKo6y1rCo+EqI/9+/fD1dUV3t7eEttnzJiBSZMmwdXVFaGhoTh//jwSEhKazSbvburq6jBt2rQOLda+efNm7NixA3v27EF8fDz09fURFBSE2tpaObaUiNEnjopjTA0VFh4Vrc5YSyXDo7qh4EiI4nWljGJVVRWOHTsm1RhYBwcHmJubs6UWu6u1a9di0aJFcHV1lWp/hmGwbds2rFixAiEhIRg2bBiOHDmCZ8+e4cyZM/JtLAFAAVKlUa+j4lCvIyGkI5qWURQTl1H09fVt89hffvkFAoEA77zzTrvfJy8vD8+fP2eXgyKNsrOzwefzERgYyG4zNjaGj4+P1GNQSdfQGEgVRGMdFUfdQiNAPY6EqIrIyEjMnj0bw4cPh7e3N7Zt29asjGKfPn2aLRa/f/9+hIaGNpsYU1lZibVr12LKlCmwtrZGVlYWlixZgoEDByIoKEhh16UOxJWfWhqD2lpVKCJb9EmkQhR5u5rCI4VHQroDf39/LFy4UCnf+80338TWrVuxatUquLu7IyUlpVkZxfz8fIljMjIycOPGjRZvX3O5XNy7dw+TJk3C4MGDMXfuXHh5eeGPP/5Qy7Ugly1b1uLC6U0f0kw4IqqJeiBVRHcd5whQcJQFCo6EqKaOlFEEAEdHxxZn6QOArq4ufv/9d6m+7/Xr17FlyxYkJiYiPz8fp0+fRmhoaJvHxMbGIjIyEmlpabC1tcWKFSsQFhYmsc/u3buxZcsW8Pl8uLm5YefOnc0m+khr8eLFzc7/MgcHh06dWzzOtKCgQOL2fkFBAdzd3Tt1TtIx9KmkZDRJRnFonCMh3UtYWBiuXbuG7du3sz1aOTk5ym6WQlRVVcHNzQ27d++Wav/s7GxMmDABr7/+OlJSUrBw4ULMmzdPIrCKK+usXr0aSUlJcHNzQ1BQULPyndKysLCAk5NTmw9tbe1Ondve3h7W1tYSY1DLy8sRHx/f7hhUIhvUA6kkNM5RcdQtNALU40iINLZv344///wTQ4cOxbp16wBAqpKU3cG4ceM6VApzz549sLe3x1dffQWgsarSjRs38M0337DjK5tW1hEfc+HCBRw4cEDua5jm5uaipKQEubm5EAqFSElJAQAMHDgQBgYGAAAnJyd8+eWXmDx5MjgcDhYuXIgNGzZg0KBBsLe3x8qVK2FjY9NuTyyRDQqQCkbBUXEoOBLSvRkbG0NbWxt6enrtLp3T08XFxUnMWAaAoKAgdvyoLCrrdMWqVatw+PBh9msPDw8AwNWrV+Hv7w+gcfzoixcv2H2WLFmCqqoqzJ8/H2VlZRg1ahQuXboEHo8n9/YSCpAKQ8FRcSg4EkKIJD6f3+KM5fLyctTU1KC0tLRLlXW66tChQzh06FCb+7w8dpTD4WDdunVs7zNRLAqQckbBUXEoOBJCCCGKQQFSTig4Kg4FR9VSr6/sFpCeRFtbG0KhUNnNUHnW1tYtVs0xMjKCrq4uuFxupyvrkJ6p+36KKQFjYqiQWdXidRwVHR5VaVa1eEa1OoVH8Yzq7hoe6w0aH4Qokp2dHeLj45GTk4Pi4mKIRCJlN0kl+fr6SsxYBoCoqCh2xnJXKuuQnol6INUI9TZSb6MqkmVo5FbUgstteY08aTFCgYxaQ9TBp59+itmzZ8PFxQU1NTXIzs6GnZ2dspsld5WVlRL1sbOzs5GSkgIzMzP069cPy5cvx9OnT3HkyBEAwAcffIBdu3ZhyZIleO+99xATE4Off/4ZFy5cYM/RXmUdQpqiAKkGenpwpNComqi3kaiCwYMH98jax3fu3MHrr7/Ofh0ZGQkAmD17Ng4dOoT8/Hzk5uayz9vb2+PChQtYtGgRtm/fjr59++I///mPRInEN998E0VFRVi1ahX4fD7c3d0lKusQ0hSHaW1JfCK18vJyGBsbI8DlU2hyZVNuiqrGUHBURdKERqGgFum7P8OLFy9gZGQk1Xll+TPUIBQg+sHWDn1/QgghHUM9kCqGehspNKoi6m0khBDSFAVIFUC9jeoXHCk0EkII6ckoQCoR9TZSaFRFFBwJIYS0R20+EUtKSjBz5kwYGRnBxMQEc+fORWVlZav75+TkgMPhtPj45Zdf2P1aev7YsWNyuw5lLMEjXn5HFcKjOi+/052Jl+Ch8EgIIUQaatMDOXPmTOTn5yMqKgr19fWYM2cO5s+fj59++qnF/W1tbZGfny+xbd++fdiyZUuzAvQHDx5EcHAw+7WJiYlM2049jeoTFgHqaSSEEELaoxYBMj09HZcuXUJCQgKGDx8OANi5cyfGjx+PrVu3wsbGptkxXC632er5p0+fxvTp02FgIPnJaWJiIvOV9ik0UmhURRQaCSGEyIJafGrGxcXBxMSEDY8AEBgYCA0NDcTHx0t1jsTERKSkpGDu3LnNnvvwww9hbm4Ob29vHDhwoFnB9pcJBAKUl5dLPABAaMij29NqdHu6u1eGEaPb04QQQmRNLXog+Xw+LC0tJbZpamrCzMwMfD5fqnPs378fzs7O8PPzk9i+bt06jBkzBnp6erh8+TL+7//+D5WVlfj4449bPdeXX36JtWvXdvxCZEQVwqKYuoRFse4eFsUoLBJCCJEnpQbIZcuWYdOmTW3uk56e3uXvU1NTg59++gkrV65s9lzTbR4eHqiqqsKWLVvaDJDLly9nV/0HGhdBtrW17XI720KhsXN6SmAEKDQSQghRHKUGyMWLFyMsLKzNfRwcHGBtbY3CwkKJ7Q0NDSgpKZFq7OKJEydQXV2NWbNmtbuvj48P1q9fD4FAAB2dliti6OjotPqcLKlKaFSnwAj0nNBIgZEQQoiyKDVAWlhYwMLCot39fH19UVZWhsTERHh5eQEAYmJiIBKJ4OPj0+7x+/fvx6RJk6T6XikpKTA1NVVIQHyZqgRGQL1CY08JjACFRkIIIapBLcZAOjs7Izg4GOHh4dizZw/q6+sRERGBGTNmsDOwnz59ioCAABw5cgTe3t7ssZmZmbh+/TouXrzY7Lznzp1DQUEBXnnlFfB4PERFReGLL77Ap59+qrBrU5XQSIFRNVFgJIQQoorUIkACwNGjRxEREYGAgABoaGhgypQp2LFjB/t8fX09MjIyUF1dLXHcgQMH0LdvX4wdO7bZObW0tLB7924sWrQIDMNg4MCB+PrrrxEeHi6366DA2HEUGAkhhBDVwmHaW7OGtKu8vBzGxsbw91kBTU2exHOqEhgBCo2qqDsGRqGgFum7P8OLFy9gZGQk1THin6EAl0+hye3a8JEGoQDRD7Z26PsTQgjpGLXpgVQnqhIa1SUw9pSwCHTPwEgIIaTnoQApQ3VGWhBpKS88UmBULRQWCSGEdFcUINUYBUbVQoGx6zhlFeBo1HXtHCKBjFpDCCGkNRQg1QSFRdVCYZEQQkhPRgFSRVFgVB0UFgkhhBBJFCBVhDoERgqLpC3i106oGnPICCGEyBEFSCWgsKgaKCx2Db1+hBDSc1GAlDMKi6qBwk7X0OtHCCGkKQqQMlRnzIVIS7UDY3cPixR0ZINeR0IIIW2hANmNdeewSAFHNuh1JIQQ0hkUILsBCopEGvRaEkIIkRUKkGqmu4ZFCjeyQ68lIYQQeaMAqaIoKJL20GtJCCFEWShAKll3DIoUbGSLXk9CCCGqhgKkglBQJG2h15IQQog6oQApY90tKFKwkQ16HQkhhHQnFCBlqM5AA6q9CmTLKNx0Hb2GhBBCehIKkD0EBZyuodePEEII+Vv3ut/ag9UbtP0grWvvtaPXjzRVUlKCmTNnwsjICCYmJpg7dy4qKyvbPCYrKwuTJ0+GhYUFjIyMMH36dBQUFCioxYQQInsUINUIBZyOo3BIZG3mzJlIS0tDVFQUzp8/j+vXr2P+/Pmt7l9VVYWxY8eCw+EgJiYGN2/eRF1dHd544w2IRCIFtpwQQmSHbmGrEAozHUOvF1G09PR0XLp0CQkJCRg+fDgAYOfOnRg/fjy2bt0KGxubZsfcvHkTOTk5SE5OhpGREQDg8OHDMDU1RUxMDAIDAxV6DYQQIgvUA6lA1BMmHWl6Den1Iu0pLy+XeAgEgi6fMy4uDiYmJmx4BIDAwEBoaGggPj6+xWMEAgE4HA50dHTYbTweDxoaGrhx40aX20QIIcpAPZAyVK8PiHTa368nosBHpCEqLYOIo921czB1AABbW1uJ7atXr8aaNWu6dG4+nw9LS0uJbZqamjAzMwOfz2/xmFdeeQX6+vpYunQpvvjiCzAMg2XLlkEoFCI/P79L7SGEEGWhHkjSJdRbSFTVkydP8OLFC/axfPnyVvddtmwZOBxOm4+HDx92qh0WFhb45ZdfcO7cORgYGMDY2BhlZWXw9PSEhgb9CiaEqCfqgSTNUOAj7WkwYFp9TqTZ+nOKZGRkxI45bM/ixYsRFhbW5j4ODg6wtrZGYWGhxPaGhgaUlJTA2tq61WPHjh2LrKwsFBcXQ1NTEyYmJrC2toaDg4NU7SOEEFVDAbKHoFBIpNVWOOyuLCwsYGFh0e5+vr6+KCsrQ2JiIry8vAAAMTExEIlE8PHxafd4c3Nz9pjCwkJMmjSpaw0nhBAloQCpxigUEmn1xFAoD87OzggODkZ4eDj27NmD+vp6REREYMaMGewM7KdPnyIgIABHjhyBt7c3AODgwYNwdnaGhYUF4uLi8Mknn2DRokVwdHRU5uUQQkinUYBUMRQKSXsoDCrX0aNHERERgYCAAGhoaGDKlCnYsWMH+3x9fT0yMjJQXV3NbsvIyMDy5ctRUlICOzs7/Pvf/8aiRYuU0XxCCJEJCpAKQKGQvIxCoPoyMzPDTz/91OrzdnZ2YBjJ93fjxo3YuHGjvJtGCCEKQwFShuoNaBmf7o6CHyGEEEIBknRjFPYIIYQQ+aAASZSOgh4hhBCiXihAEqlR0COEEEIIQAGy26KwRwghhBB5oQCpQij0EUIIIUQdUICUIaE+A4ZHIZAQQggh3ZuGshtACCGEEELUCwVIQgghhBDSIWoTID///HP4+flBT08PJiYmUh3DMAxWrVqF3r17Q1dXF4GBgfjrr78k9ikpKcHMmTNhZGQEExMTzJ07F5WVlXK4AkIIIYSQ7kFtAmRdXR2mTZuGBQsWSH3M5s2bsWPHDuzZswfx8fHQ19dHUFAQamtr2X1mzpyJtLQ0REVF4fz587h+/Trmz58vj0sghBBCCOkW1GYSzdq1awEAhw4dkmp/hmGwbds2rFixAiEhIQCAI0eOwMrKCmfOnMGMGTOQnp6OS5cuISEhAcOHDwcA7Ny5E+PHj8fWrVthY2Mjl2shhBBCCFFnahMgOyo7Oxt8Ph+BgYHsNmNjY/j4+CAuLg4zZsxAXFwcTExM2PAIAIGBgdDQ0EB8fDwmT57c4rkFAgEEAgH79YsXLwAAoiY9m7LWoC+S27nJ3zSr1KZTXi5k8e9MxG38OWCYjq9I0MDUd/n7y+IchBBC2tZtAySfzwcAWFlZSWy3srJin+Pz+bC0tJR4XlNTE2ZmZuw+Lfnyyy/ZHtGmHn+xvqvNJqTbeP78OYyNjaXaV1tbG9bW1rjOPyWT721tbQ1tbW2ZnIsQQkhzSg2Qy5Ytw6ZNm9rcJz09HU5OTgpqkXSWL1+OyMhI9uuysjL0798fubm5Un9gqpry8nLY2triyZMnMDIyUnZzOoWuQTW8ePEC/fr1g5mZmdTH8Hg8ZGdno66uTiZt0NbWBo/Hk8m5CCGENKfUALl48WKEhYW1uY+Dg0Onzm1tbQ0AKCgoQO/evdntBQUFcHd3Z/cpLCyUOK6hoQElJSXs8S3R0dGBjo5Os+3GxsZq+6EvZmRkRNegArrDNWhodGw4AI/Ho9BHCCFqQqkB0sLCAhYWFnI5t729PaytrREdHc0GxvLycsTHx7MzuX19fVFWVobExER4eXkBAGJiYiASieDj4yOXdhFCCCGEqDu1mTGQm5uLlJQU5ObmQigUIiUlBSkpKRJrNjo5OeH06dMAAA6Hg4ULF2LDhg04e/YsUlNTMWvWLNjY2CA0NBQA4OzsjODgYISHh+P27du4efMmIiIiMGPGDJqBTQghhBDSCrWZRLNq1SocPnyY/drDwwMAcPXqVfj7+wMAMjIy2BnRALBkyRJUVVVh/vz5KCsrw6hRo3Dp0iWJ22RHjx5FREQEAgICoKGhgSlTpmDHjh0dapuOjg5Wr17d4m1tdUHXoBroGgghhKgDDtOZtTYIIYQQQkiPpTa3sAkhhBBCiGqgAEkIIYQQQjqEAiQhhBBCCOkQCpCEEEIIIaRDKEC2YPfu3bCzswOPx4OPjw9u377d5v6//PILnJycwOPx4OrqiosXL0o8zzAMVq1ahd69e0NXVxeBgYH466+/5HkJHbqG77//Hq+++ipMTU1hamqKwMDAZvuHhYWBw+FIPIKDg+V6DUDHruPQoUPN2vjywtSq/l74+/s3uwYOh4MJEyaw+yjyvbh+/TreeOMN2NjYgMPh4MyZM+0eExsbC09PT+jo6GDgwIE4dOhQs306+jNGCCFExTBEwrFjxxhtbW3mwIEDTFpaGhMeHs6YmJgwBQUFLe5/8+ZNhsvlMps3b2YePHjArFixgtHS0mJSU1PZfTZu3MgYGxszZ86cYe7evctMmjSJsbe3Z2pqalTiGt5++21m9+7dTHJyMpOens6EhYUxxsbGTF5eHrvP7NmzmeDgYCY/P599lJSUyKX9nb2OgwcPMkZGRhJt5PP5Evuo+nvx/Plzifbfv3+f4XK5zMGDB9l9FPleXLx4kfn3v//NnDp1igHAnD59us39Hz16xOjp6TGRkZHMgwcPmJ07dzJcLpe5dOkSu09HXxNCCCGqhwLkS7y9vZkPP/yQ/VooFDI2NjbMl19+2eL+06dPZyZMmCCxzcfHh3n//fcZhmEYkUjEWFtbM1u2bGGfLysrY3R0dJj//ve/criCjl/DyxoaGhhDQ0Pm8OHD7LbZs2czISEhsm5qmzp6HQcPHmSMjY1bPZ86vhfffPMNY2hoyFRWVrLblPFeMAwjVYBcsmQJM2TIEIltb775JhMUFMR+3dXXhBBCiPLRLewm6urqkJiYiMDAQHabhoYGAgMDERcX1+IxcXFxEvsDQFBQELt/dnY2+Hy+xD7Gxsbw8fFp9ZyKvoaXVVdXo76+HmZmZhLbY2NjYWlpCUdHRyxYsADPnz+Xadub6ux1VFZWon///rC1tUVISAjS0tLY59Txvdi/fz9mzJgBfX19ie2KfC86or2fB1m8JoQQQpSPAmQTxcXFEAqFsLKykthuZWUFPp/f4jF8Pr/N/cX/7cg5u6Iz1/CypUuXwsbGRuJDPjg4GEeOHEF0dDQ2bdqEa9euYdy4cRAKhTJtv1hnrsPR0REHDhzAr7/+ih9//BEikQh+fn7Iy8sDoH7vxe3bt3H//n3MmzdPYrui34uOaO3noby8HDU1NTL590kIIUT51KaUIVGMjRs34tixY4iNjZWYgDJjxgz2/11dXTFs2DAMGDAAsbGxCAgIUEZTm/H19YWvry/7tZ+fH5ydnbF3716sX79eiS3rnP3798PV1RXe3t4S29XhvSCEENK9UQ9kE+bm5uByuSgoKJDYXlBQAGtr6xaPsba2bnN/8X87cs6u6Mw1iG3duhUbN27E5cuXMWzYsDb3dXBwgLm5OTIzM7vc5pZ05TrEtLS04OHhwbZRnd6LqqoqHDt2DHPnzm33+8j7veiI1n4ejIyMoKurK5P3lRBCiPJRgGxCW1sbXl5eiI6OZreJRCJER0dL9Gw15evrK7E/AERFRbH729vbw9raWmKf8vJyxMfHt3pORV8DAGzevBnr16/HpUuXMHz48Ha/T15eHp4/f47evXvLpN0v6+x1NCUUCpGamsq2UV3eC6BxaSiBQIB33nmn3e8j7/eiI9r7eZDF+0oIIUQFKHsWj6o5duwYo6Ojwxw6dIh58OABM3/+fMbExIRdDubdd99lli1bxu5/8+ZNRlNTk9m6dSuTnp7OrF69usVlfExMTJhff/2VuXfvHhMSEiL3pWM6cg0bN25ktLW1mRMnTkgsDVNRUcEwDMNUVFQwn376KRMXF8dkZ2czV65cYTw9PZlBgwYxtbW1crmGzlzH2rVrmd9//53JyspiEhMTmRkzZjA8Ho9JS0uTuFZVfi/ERo0axbz55pvNtiv6vaioqGCSk5OZ5ORkBgDz9ddfM8nJyczjx48ZhmGYZcuWMe+++y67v3gZn3/9619Meno6s3v37haX8WnrNSGEEKL6KEC2YOfOnUy/fv0YbW1txtvbm/nf//7HPjd69Ghm9uzZEvv//PPPzODBgxltbW1myJAhzIULFySeF4lEzMqVKxkrKytGR0eHCQgIYDIyMlTmGvr3788AaPZYvXo1wzAMU11dzYwdO5axsLBgtLS0mP79+zPh4eEK+cDvyHUsXLiQ3dfKyooZP348k5SUJHE+VX8vGIZhHj58yABgLl++3Oxcin4vrl692uK/DXGbZ8+ezYwePbrZMe7u7oy2tjbj4OAgsYalWFuvCSGEENXHYRiGUU7fJyGEEEIIUUc0BpIQQgghhHQIBUhCCCGEENIhFCAJIYQQQkiHUIAkhBBCCCEdQgGSEEIIIYR0CAVIQgghhBDSIRQgCSGEEEJIh1CAJIQQQgghHUIBkhBCCCGEdAgFSNJt+Pv7Y+HChcpuBiGEENLtUYAkhBBCCCEdQrWwSbcQFhaGw4cPS2zLzs6GnZ2dchpECCGEdGMUIEm38OLFC4wbNw5Dhw7FunXrAAAWFhbgcrlKbhkhhBDS/WgquwGEyIKxsTG0tbWhp6cHa2trZTeHEEII6dZoDCQhhBBCCOkQCpCEEEIIIaRDKECSbkNbWxtCoVDZzSCEEEK6PQqQpNuws7NDfHw8cnJyUFxcDJFIpOwmEUIIId0SBUjSbXz66afgcrlwcXGBhYUFcnNzld0kQgghpFuiZXwIIYQQQkiHUA8kIYQQQgjpEAqQhBBCCCGkQyhAEkIIIYSQDqEASQghhBBCOoQCJCGEEEII6RAKkIQQQgghpEMoQBJCCCGEkA6hAEkIIYQQQjqEAiQhhBBCCOkQCpCEEEIIIaRDKEASQgghhJAO+X/Y0I/oBwvoHQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot PINN solution\n",
    "plot3D(X, T, y_pinn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 526
    },
    "id": "xarXcLDdeF7X",
    "outputId": "cb845f12-3d53-401f-d237-f963cf9b93ea"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot exact PDE solution\n",
    "plot3D(X, T, y_real)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot residuals PINN - exact PDE\n",
    "plot3D(X, T, y_pinn-y_real)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [
    "Y61YA90-WIZ1",
    "UoqCzgLSp61M",
    "i0j73GoH86-m",
    "pOe9yRvxjakj"
   ],
   "include_colab_link": true,
   "machine_shape": "hm",
   "name": "4.DiffusionEquation.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
